{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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NZF88Ej2dOFbWkK0wNQvWSp20AkbZkFN62uj+rudnT9bY+vxyXtZUP6NhvpcyPgwD6/WaGOMdCl0qG6SbnS4O1jnIWVO255lpnhmGjq7v6DtPCGFZPBYwUxobJAyrjq7r8L1al/txxxwTu8OkPmFndTRZQZJFMuQYNR4lQ8kKGL339H1PiomU0jJxnXWMhwPPnz/nvffe4dmzJ2w2Z/T9Ch+Ow1QBVj5htC3GCMU4srFEk0kijEWIWZiSMGdDyoY5mQpeMqVAzKK0e9H4oSxSmRajtLLUm9IWyNNVzAi2uQWt4Ax418CHobfgLXTeYI3QB3AObNDPcg1KS7MmYZoT1iRKSkxzvDvG72zmp1aqeWvgm3vH391ovs0mdc8Y/3Zb2n1m5JsxK/etc2OtUuL1OWstpVL/xzcJxRVlUBo4MY2NEt3cqbik7kJ62wwJja+KUhdKMs1YkeXa7oKpdrUGi5WCNYYiumlmOdlwxWBlcWLQgE6LAzrGA7FsDLkaB7mIWtWN4REdg2/1la3jzhiNH1jAsFnm98kbdPOsQMbI8X7c7VBtd0DVW/eJeu61L+wJeKwHW1utdyNH8GHMYgyBwVVQdwegnIxFZa2P324wDCFAKcxyPC9jjtDMGkPvAz50+K6njgIgYiRRRK+99T/GYkypRp6ekwVsnedINVjr/tEMSGkg6aSzjBzHix5xMv/qPW4so443c2ctPp2Tpy0Ex2roOez3GhM4j4hkutCzcpZN8NwGR+ctwRu810XHAilGJQ2dRRpjbi1i1UhtAAoMwXuKFKRozF8RYZpH5hTx3td1udP3ZAUn1hrMBNY4YkwVyJSlX0QKJUf9zJKQFJGcsNVAPdoFcnfQfRftv4ksnu+ktVgTTgZcYyfsyTE60Cu5vyDrClBQgOAQrOhvKKydsHEwWOiMUHIiRX1NssGIwePwBmLDinUxtQsgOVpCCzAxbdCeAJQ6kY8ARX+cNdwxtIxu9iGExa/fAAqw0KonhwMnlGQuy2c47xfLvb0XdI7auvCGztP3ARsg18Ug50KMCWMFW/yykpSEApRUkCyUjNK2Iotbyth8x0oEFJHv9+x2O3a7HV3XMwwr7KngsQilWiW5Aq6YEmNWYKI/1NchJyHOMCeYIqQCyegCFbNTEDPrBqLMj0XEEKOyNCU3q6lt/EdzrrLMOKvums4LwRqCM0Rn8BZ6r79JgndgMhRrEGcQa8jG0PUdOEvGkUEDzFK6O77vgZN2U0///k7bHVbjhDW6Ay7q5ng/CPabtfvMyX3W5M57jW4Ab7kRPu5cdUc5TtTG1Zsj0Fi2d7tAEIqp9HLlnoTCQlvUb5O60UjbmZbH1ccrpn5acwi3PjA1LKZuUXUXLdbSIqPgBETURbqxmov76eS5e515nButX+qeaRbq6/4NOB4ty9m251tcxcfzMPfBjq5H9+7n6WsNZKi/usaemDsxTwt0s0d2hQZYqGvfSWiMMQZnrRpEHJ+/D6Z0/agunrYHSuIUPhxhRB0ubZ2voORIz9A+4N4GWvePoxX08Z975x31d2MkT+71t2rWWpx3dfhlJCeozHOwhs5ZvDXLHuCsWcBVyYViMxRBjFCM7hEiVsFKu84FdB4vGRFyymCFGGdACMEtY7W51EouiBFSipWhOoJlEQ2KXX7qY3Wj3guU/5a98M3bDwVAOU7l5uY5+up1gDavIJXQ103FYpbgWGVUlJb3QAD6ztJZz7PNwLkrPDsPrHrDYZw4oJTtLgop97hi6HAk43RdWzYvFHWeTlzLyW+5Q3k2QONaFLWrDIrXwXn3mrVZaxeari0oIQS6rqubrLIVUgqh60gtOh39rr7r6Ptuya45bV3XMfQDl5ePWK9WxDIxp4mbbVu4rIKAKda5LuSoMTDTfqQUpUhLKpQkyKDXrq4WtR5LKYjTCZdz4uXLl3zpSwO///f/DE+fPOXq6kBOLXZAj7u9veXq+pp//+9/ixcvntP5zNA7Pv2pZwxDz3q9ZiiQsvDi+Wum61vmecZYePf9x3T9QLe54Pp6y4sPX3Fx1nG28aw2l2A9X/7gDbfbkecvXiNiMaZbNgbvqVlMGpCdcwZjEe+JFrKBGR13tgIaS14A57KN5owR4cd/5Md59Ogx737mJykY3lxd8ebq6s590Diko8PQVavw7ZnwMRZdfay/GmtRjjPnBCycgobT5++Pi9PFtwGQ32lRagFyZTaPgB6MPWb0GHTutm8+wpFCMUIxFZxUl69Z/ru/z7fNXV8u9Rp1oTe4epRa3O0+6AmZGnNm62uKa0432hoYK5U9QYPUlzlwr9+MtYp+2yZY8j2r/u7G2a68XdgRSJ1eGyevnXzXaYe0Pqa5ZOQY73PSWXYBKA2023pv2u8KWgxHd5c9ea2tc/HOqS1unAYL1UWifWSrUVVyJseMcXEBo6Yo0y05YzAUmzDGqTFmBEwhJ10Dc0y6PpUE1pBT0tfivATJWnecQ8pICaZkTE5HmCcJSl7AjTSwZakPTkBK/fdxANxYi/OeUhIpz5QSMdZzfrbCpswWQzeOagR5i/WWPOv6GucZUwqTNfjq+kpSWXBvsebI0MV5v4wTYx0YSy7qFru9vdUA4Jx0vR8Ghr6n63vmOZJTJk1TXeeMjuGcidWQitPEFCM5Jb0/OZNTJudEzum/zRiU39l2ghZP/17S4E5iUEwDLGb53diUBmCcKLgJBjpnWFnL4JU98VLIUZeDDKTcKTigaKQ/BYU+BYt2sKl0Ywuwa99t22JQ9xVjNCBQNzKzACfbJvWdKz62lr1xJ5DNGqyraXEng8M5twRj6gJTwVtdNO6SzfrZPni6LtB1gRwjJtkjbScgWZQtqRM1xVTTzBJSKuVcAz8kK/OSq9+2wBKA2ND5OE3c3N6qX9e1xLnjdZd6zO3NDV/64hf54he+QN9lNmuPk89wtllzefmItuFs37zg5tUV++0NGGEVPoGsN3T2HeabN1w//zrrd87xdsPQC2IC48uvcPPmludf+gaCxdpuWVw3mwEfHLnMugjOkeA956sNMc7M87T4Xo1pk7NF+NfLRChJ0x0H64nTzONP/AiCZTyMxPsuHjluio1uXjbKOzvtvYXgBKgoa9HWCnNyrP59n+n4VgzK2+nFv7Pg5H47+TYlSs3pa+bOMc3j/c3stgVY6IP6purW45Qtuff9x//unNFyT5ulWPu5HS9y7KPCiYtHjq/dPcFqaLTPsFbv4/KyOT4+AYnfbftWAbFHpuToxmntCExO3DaY5TgFKJx8hjkaaMtnfxwTdMIwtTG1rDEFsVnXH+M1xoEai9XAQjO8bAJT12EjWFNIdcMsJSMla4AHmZIjOc3EeUJcRqzHFu34UgM9W1xMstWwQihFs3hSTOSUEalAtbELJ6hlAaeVaThtGh/YXJtt/6psiTFYyVipxnXdF6TU1OHsyFZ/F+N19xGdH7nGqrQJn6ucwzIuF591NS5KIaWkxm7OGkxb5GSV0fM7zcAr5UiBmdN7l7WPdQ08MirfS/shASjaTL3BtgUQoSDluOwc40ucER0czRXD6U/BUTSQ0cDKG9YWhnnGFUMqlmiFyRSiCYhxOOPxJhPQhc5lIVhhMALiEGOJJtQI7LtunNOgvyWuwbWJXum9CmiWJixBVy1+RF08+lwDLWJbwJRSsH3XUXJWjRRn1Z1VIiYbLHWCt9TMImAtvusY1itW6xXT9aSTNBZKypiSkZRJY6JkgxSY5wM5J1KKGCzedZUZUl/mbndgypFUEtmhVgsaAe+dY7fd8o1vZG62tzx6/Jgix0ldECYpvL6+4itf/jL/z//HP+N//p//FbbPnJ+v+B/++P+Fp08u+cynPkHXe4aV54OvfpVXH73k61/4AjlFfu/P/BSXT57y2R/7ab74xa/xv/yb/y///e//ScyPfwbz7qfJeP6X//f/iy9/9Tn/n//9P6gF592y+P7ET/4Ijy4valBYZHez5eL8ET/22R/lq1/7Gl/+ypeY51mZqhaRm+S4CdYbXkrCWvi//08f8VP/3X/Hez/5+wlhYLfb3yntQBuzAkY0ldCKeSvN9bi1ngwSOFrclU05Ao8jSGnPfacMymn7dvEnx/M7Oa3vdL0qDb3LMbuuzpsFpJwg9xrzqIGQNaLYSDMM2s+RaeDkFeEk9kjpwJNrPIkpAY21Ov1qo7EiBqrB0t4n9byaNZvVnVjynedOmzXVhdGuqdTzvbe5nfZ7Ay3H99xPqW+naT7298e9rmvTXWZWz083rcak3IkvugdQWrxKAyiLsWXAxFOUqf0gkklSfcSSkQymGCQeKDExdle4PtJZ1XcqBkyZlUFJSW/+nMDoKq53tVDmPSWO5HlG4gxZ4yWSvaXkyJwitlthw4qU1YVNThgMvfMYY3Gj1XsnQpr2pDizfXOlQaGY6opWVtShUa4la4ah5EyaE3O867p13qnMgzdkq2s01R1GTnDY4ePEqmSCVTfYHEdKLjgriAS8WrF445WNE6FEjaHqgsdIIc7Tcl9z0W7q+hXOe4bQY4DpMJNjIcdCjJpSHIIaZl3wRArjeNB04xjV0HWOzjsMgXkckZyI86T6WDlCiRgSv+sByjEDRxbLpbl2TgHKgt4bZWpOFqvleFG6tppYOUaSzIgbKc6SU0/2htI5NHIhUrBkcSSpUc4UjVHoDCYE8J5iVBtFWgwDjVJt59voUxb/bgMxbjnv02u+u0A0i0wXdOom2KLMdRFsAVHee6Vfm2VXNMgqFyHVgCtqvIh1voojOYoYSqlONDHVhdTo12aFcudaFmvQsixetrEANWW5XYuv2jG5JPa7W25vrjClp20FIhDR6yklk+JMmidKKVhrePXyDdYIz56cUcSD9Rib6QfH5ZNHlJxwPuCcZ+gHgtMJ7J2j63vEGFLKSxxMnCblxIrqj7TgRW8dYb0CBi42Zwz9gPWOLJn94VC1PRSgmAIk3eTUXaT9kErCGJjjzJwic3PxlvI2IyrHbAb9OWFQ2tiv46iaSCeAQE72KHNcK4zoxmtOxs3JQvLtYlA+7rU71u/J998BJ6d/n57aHXB1eoxZrL6G76SyKObuRy0sRgMapqUD12DkI4e5dAHNtNG84vreckLTLOe8mJ/H/js51fvQ8LRPGhhpwbHl9Ji3CJS78WPtM+6m2x8ZLwM6j06+7xTgfFz79gBFL0gBxl0GpQV1mxpPchq79nEAZXmtAhTXAMopPkFqhkhaUnZVDE3Z13TYgxjmWOg2j3g0bCjGUowhx4lSokpCiFCKGlFZDEjGlITEA5JGxquXpPmA5ElBR7cDFzBhjR/WuG61SBU412Gs4xC6xcZo2TVxf0Me94yvXyAlsjp/hHcW8Y3ygZgyMkXSzRbjZ/KUud3t78wNa46xJfqjkgNS95/OWTprCEbdON45utBRXK6SDzp2VT4iLyNbY1E0YzOnpKwRagyW0pIBKkDOCqg186beVzNRciEEZVXmWVOIW6xjKWVhs5uh3Fh5aNtPM7DN22TZd9h+KABKQ8lNfVAZlGXJOjmGhUU5Pj5SWC3QVl0eVdStGKbdHp92ZPMGsZ7JX1I2PXKxpmTNVEklEYthjMpi2ByxnUPWAbcasMOAWAUpGrBnqpAcHKMJTGUS2iamMQzWiMbMmDsXfZz0lT1pVlMLphQ04DJW/6u1tsalFPquxxjd5HMuGvCaMrnAHBO5KONhnceHDusCxgVyMeRilBUqllzdOzmpZopIdZlZiwmOxRdfT955jafJ1kIR3GwRowqI3liCtTgLUiJvXr/A28LTxz+C96oknBHGkkkV0DkL3sCYLeNY+OCDl1Ain/nkOYJHTKBfObr+kmdPH9XzsZyfX/L08Tu8vLhi1fdszs/ZXD4GH4jzzO12z25/WNi15pKzxrDqV1ycXXDxaM0w9Dx58oQYMzc3O5wPxJQX5cZTsLj8a4tztfazaHDvmC0lG/LHuEykWvSmBWeWarW6kyyBE2By+vedHXDZX08ZlLsBrcfv/M6snm/KoDTmpn3d8rI+aOddr+gtXgMxmKIAtuZ23rErjha0LLiruVEaAWLE1rluNd3X3IFuSzPNvSOGFucnRXWT7kKF1mfVgLH3nz8BadDIfjUA4Ej33+mQu/1mbcsSqp+8GB/Hn+U+3enje7+/RftmAEWfO/5egvvN8X0Lc4K5+9gcNyNjj+vTKTgxbUM298ZaKcR5BJkoJVckIFANoNtXHzKPE7M4zp+8w+rRE7INJOM5HPb63ppFMh+mRQBQUkTiCHmEPDNdfUSeDkg8AAbre4pxJBzdakO32pCKpxjP6uIdTDcgqxVTLlyPM1IsUhzT6xfk3TXm6osEl/nsT/4eGHoSYQF3uzEi5cB++xEZi0Rhe3N9Z560NSw4S3aOLni8d2RRRvms71gfIoO1DD4wdIa0WVNKwTuzBB+nnCnThHOa8NACtcdxXGJBQAObcwUoJWeMsSQ00y3HiHOq+j1P8+J+UhBUqrRDzbzMmZLSEWxXAO1q+IBYg8dqfwW3AJfvtv1QABSojENlUI5sSql7wwkr0tgVAMyygDU9FExZrIL99YHDfk96/YpY9sjjkTFbvrZN+MtH9PQkpzLFQTJFDJGyUL0W9e3lIlUQKGOK+kU1HU4XxjbIdOtUWrJFxje3kxfNg1+aoHRxBSYN3d6hW40hVTpunueKhOeTDJEaFmw6jO2AgEgm19gv5xzO+qp1YpFiyEmpv3GcmaaZOCeNPyk1Qt+2IDMhpqlav9UtgWW1CqyGgI8Qs0FEVWU1C1QWYS1TYLfd0Yeey4tMFXGkCKSsgmypMj5ZQHCUZLm53rPqDa9fv2C9GdikNWfnT1ltznn65B2887x59Yq+65nmmVIyw+ARMtM80vsV2KqNUi0mAWyhKoEWdtsttzcDl5cDIWgK+DhG3rx+zW63I8VG3+sJm7aT1ueUxVWqWNAyAikmYipYJ4tX6LQtWR+oC7NuezrKmiQ4BqTQYikMVIaksgJUq7vee06scGjHnTAE30G7D07ubKQnY/XO8cKdYxuakPsHo5s5VYhKT+sYwyDLnD1+jS6W9dHJ3q2kqdFxaJSOF9OyH1pWjb7NFYstDpudanOIJZOqUrXGN1ipc0iMWqWV5H/rnrV/pgGW2hYX1Nvhk8ZaXA3LVfzRJN8r5LnPXMlx3Tv5lJP/T2/DyeZYwfPHArYKYu3HBclWt80iwnYPiBwByqmIW+33xWUNpxZXzpmr1y/xrq6V7bqKaMxFHMnznukQsdZw9fI5CU8Ux26/ZZ5GzLyHFInbG1U2nUYkz5R5VDdQTsTDlhJnSpy1B3xAQ9gtLnS40IHpMTYQL64w3UA+O2PGcJsFQ48xHXl7TdnfYPbXOmfjRPEO6bvlPh/GkemQeDPBnHWtj4f9HfwoRRMDvLV0wdOFgPeenHXhCcEzDD2bKHSHjJ8TffAUEbxrY0RZjDklvFdGxHZegaBzyzyvN1LF7urfgsan6FxUEBKjVKkJizFNj12Z+DuSFhWccLLfGGMW9k6k1FADx8cB4e+k/VAAlCPF3ZaoI4NiOM11l0WQrU3MxfqsVtniBsJw2I3Mr2+YP3xF4UBZG8YJvvb1LevoeLR6TFgVXJcJ9UyiaJwERl04zXqSUjAlY4sFU4GEtEBVu9CmGgwr2KLuDyuaHWDF3FOSZQEmStMpWFliT+qhzV8Yo0oUTzUa+5hiWjNUbE8bDsoGGqx3OOPw1qtFJ5BiJs6JaZyY50ic0zEVt1KUoff1ynMVhLQ46/DWsVoF1qsOOwkpG6zpybmQkl5LnPV6Sob9dkdw4Z7CrWbmpCwnacWiACUbbq4P9F3m9RtHTGdA5vzifdabJ3z6R36afhgQ/g9KVdMt0gBKYZwnujXV7XRcI0VAcnWXiShAWXUY+45mVzkhp5mrN2/Y7/bkWNRCqeLGtA1TP3UBrwmNGVFrL5NywWUhi3lLqG3Z7qRudlJQl8SJZJsUBZI1WENv8cnvlm4qjQG4H4tyyml85+3jQErrwNOU2rtun7vvl9bh3D1kcYmU+5a9WXRR9MkjSXN63/SDjnySoar2GotYTaEsNi/vNYAtjlACXelxeCyOWSYymWQOYMEVoZEcmVIVZ0/BnS7qzaEjFSQeQcpJn9+710qVHzcfOdE1aSClddCiTHsHeJz+r99zAmm43+6kEt+7Aw2g3BeEVHfZXQbFnmTqLDILi8vHVXBi1a1R02Lb2eScuHnzmr53DL3l6K6vG2caKfOO8XYHBm5evSCKZ8yW7faW6bDHTbeYOJKuX1HixDxuKWlG5oNqH5RMyVkDQqMqrhrbNJ/V6sdYvBtwriNd3GD6gfjoEbP17E3A+TXebZDdDYy3cLjFedHvKR1LrpjAYZrZzgc+vJ4Zo2o9kea7d6MUdTu7ClC6gHduCUANITD0hU0SOr9XtiWopIP3ftkDUkmkOSJFsM7TeR3jXvOTF4BiKkDBVNAgmlGmacWletYyIsrklGpgNldQAyjNxSNQS7ro6GksiiBYuVt643tpPxQABTSwtYETa6q7h1Jp3dO047o8SAMmLXDWYIumGc/7icN25Kv/x1e4ef4hn5reMLvMV33H7Wz5wkeeLu4Y4nOePFtzdt7jhwHjHL0NUIvmmepsFQFJgpkjJqskvI4XtwTMLrx/KapiKboilxo0ZVzSILCTNs8z0zQtacZ3XTx6nS3tqwGUeZ4X+lPBjIpPeeNwdetce4+1ltXQs7IGG2fm2xvy3lEOB+w8s6r+0NB1pKIAw3iLcbBeB4yFg9cUtWlKQKaIQ4qDbLjYDFUxVZhT5Gp7yzhnsi3KaokGpMWUuWsxQixayABb6DrDqjfMRTeZnAq7m8jXvnDLkycFmQzr1RUhrLndH8D1fOZHfoo0j1y/fk6/6nn6zmOGzQXGnQFrkMw8iRY5lOoMLG6xZoPv6f2AKZb5EPnK1VeYp8RmNdB7X1VodUKWZTmSZWOyjeI/2c8EiBlsMWSxNQfs5F4nYYqZ0DmcmMX1Z5rd3NCtUoY6do4ffwI9GohvQbH6qrItdnGfwPH3d+LpWYJBm7R2Y5DaV54c91amRnv+rWMdKa1p9PLdNU4Wt5s7lTaX2tNyyhg01slgxdFC4Y3Wn0PMjBh157js6GLPwJoNZ/R2hbeBUUYSkeT3FCZSuSZLIuWoqayt1g+FZpocOZMGj07uR836UEXQu4u3tQ7vTuq+3Omn4/Uf+71+7wIMWb5JP7vw9i1so/Euf6PD4QhYmojzfXeNBvmfPOYuQDGmYCz3akCZmpjQGLAjQFEut+DEQLHL2YGCSM28tpytO1arjqcrz+12z3R9S/roBePNNezfQJrxcY+VzCAae1FSWjIHZZHOr2MotzIolcE2RtmWaJjiFqwnX60R39F1azaP3+Hs6buYsxkZ4HqvxnCLL1Jvoz7XWyje8Lh3jNawHQ+UFO+M8ZRm5sNB53NweGfpOk/XrRW8xEg3Fzqf6L2j9xoL2JjRVISSsmY5lcI0TRSZiNMBZy1DpwxKSrnW17H40ON8qIaQEOOk/VSqcVhEmZwQOK/lTWJUKf6muyUixJRq+EC+M/9jjOSSiSnWdOO7a/h3034oAMqRQVHUuaQUiyzgxLSB02jh+k7T3EBtmciFeT+xv9ry6qM3vHnxinMm+k54fWW4TZ7XO4e1M52/RToh28wZ4EPA9bq5WmvBVnVkQdNtkyJVK+jktLobSONDm0UrdYKqCaICPCJLdc3WGmsCdzcGOK5V5aTapDHmTpCTLkZO9WBMU3/UqHXnLKvgCQZsTuRpohgDKWJLobdWheKM+j9nmxEHOEM3VDl8ccQoxBSp+uy09Ot132tRLCNMaWbMe8Q6xmKwpfrgHSo3fnLNordI41YcdMGw6i2mBq/ZKhC3vZoZvGfajEyHA+O45zBO9KvCk6fPSNOB7fVLQhcYVj3e94jplE0yWWNr8omF2yhS1Lp1Tq2YnBI31zdIMQTfVWvhhJWDGuMpHIW/FBhLZVDazpVUYVrrj9wb4zElxjkh1uKdYLLVlPiaI2+swYhouPFxeC/siVpPdzDRvV49WvSnAZjLEd8FSDn+vaCEtxmUj3vffQZFLCX3ClDyUY+8ARHNMJEKEI7XcvoxZhFnyyCGIjUuSgw68g3YVh6junZShzcDvdmwchuC7TESyESic2QJzGUiMpFLxkhWJsto/x/Ti47M7hGYwBKX9U1YK2Nbja3jon+/e459WY9pSrmt2+vLRzfOaQ+1147s8rG/TtgUc/L44wDKoih7WmcHWpAshppCe1qssmXxCPmeVd2ye1hiilov6WNjtU5VHxyDNxzKjOyvyLevSFevkP0VJs8qd2hUGLEJU0pp83nRF9f7IpXRNKLAH1iqa897BEOZBvA9bjij3/ScmQvoCuJhZ3VDby5CkdbXBWcMvTOsg8MCu11Eyl3xl5JLzXZsdYa0X7uu18wfEbyzSxCtt5ZWXwxBMy+LaByWoJolpVBS1eCSjmavNjHOVvhQsiwCa7pPpOq+Kcfl7mRMACfum6MCcjOOjTkmZSw/cmRbvpf2QwFQjgtQc++Uishz5QRqXAltMNa9H2GpdYNh3k/cvrzixZdf8PxL3+Dq+Sum7Y531hYXLf/xQ9iK8I0DmDJh54mbOHN21fP0cmI1BM7PNrjgCINqmxvvMT5hXKePrcV6qq+uVZ88VqK1rmWLVFrMKVWXvbujLtoitGOtW9Nq17TXRJT6m+dZU8LqwOz7nnmeVbQMdR911jA4x8oZDYp9+kiDjQ0gCRkjxgeMtTwKDvErnp0NtS8tY44c4swuj0wSWa091hpS9szTzNWVIUchz8Kjiwsuzy75xLvPGIaOKe2Y0kh3LkxlZpc3dXM3DF1XkfxxgpQCMUIfLE8fB37/T53hxse8OUzEXDBFAaBPhXXIMB2Yb1+z7wwvn3+ZPI985t13Gc7O+OQnP8vt7ZYPX13Rb95jfQ7D2TlhJfjOYp3grHIgzukiIFJwLuNsQuXYXE3zs1jrCUEzpOaSKKKuPF8BioimjJo2ZJdZq1ZdzKIAq5aGPL3XX/zSV8kvXrLZrAkhsDlb473XUgV9twgs+RDo+x5b2S0tk6DjDOyJkudx4zk2c+c7j7jhY+xvufeWewxKu8Tl/cvG+THunvb+e0+V7Bm3TzT2Y8lsqhuCCBgFKOY+QOEkPsIZrC14FzWqQwym9rOfDc4Zun6NdYbOBpihXBeMXYNfY7sN3vf0NlBMxsmAmMjarxnLLSa/4pB3JPbKYhiQ0nE0ee7c6EXPZtkBKpNw2ryzSOebma8aQu2e3Ls/jRGmhHr1J8q5yze/ndHTtv4GUlrfnYJZPc27oASOMShN3Xopjmhszd4xWHfXxeNOGJTmxk7W0EwuZx3nF2dYozW7FoaoAMWQRYPz52IJCaZxZvv6FS+//J+Y3ryA3TWDa24kR1XcV9l3A9k6ij/qNznR76g4Shl4KQhlyfIttsb+ZE2fLSljp0ssCfFGGb6m65Q1Hk7aZ5hM5wPBeIyzHObI85c70pywJ9tuyYkcYeUdwXm8c7iqLqtJSCq4ZiTjTMEbYUyJXEyNEXSsVivmea5GrsWWo6S9lCYSynLvQOfpHKPGq9TOKkbjUcZR5fZFMtM0IqLva+KfImocG1tVv7KtyuJHA/otlvR3M4PCMsmatVIfN7ZkobJPLJnTtxchxsjhdsfVR2+4fnnF9ctrDvuJPGfGAAcDV2Nhj2XMAklws7DdR7IxeDcyxwzGE4IjiGCdw4SCdWCcYJxXATWv1oD6Y2tqWR2Y1lW9Ded1UXA1pqQI5R6Dstz8al04c1JDBxY0nEtZXE7OW7w4vLd0ztM5Rx8CvXd0VpG6H3oV2ilJI76LWiPWGnz1jWu0tsU7z5AjfY745BhLpOvVgsrFMntLmhMpFqItrIae9bBis9IMGDtnrIe1DATjCdbThH067wnOYd3da85FN6UuCJcXnnefBOxes6icUVednYWh86x7iykz8bBl2t0wDityiviuY705I3T9sfJx5X6tA+8LoROGgTpB6x4qluAF6wreQ9c5Hj06J8bCYZ8wRp/PuS6EvjHmpoKro1aJmCNYNuZYdbncI94F2O4OjHNiTpkQPHNKhODpuo6+7+n7jmlOhBDoh4Rzjq7X38H7pZy6swqI37aM9RxP98oGCE7bEdDI8kuOB9+flgjffGF6G/jcY1CKJc1OhbFyPgKUfE++vtUHWT5FcEbnkfMWq3UrFhFCm8FmwWQDTq1yh6U3GrA9jiPFaoHHInoeLgSsdRrAWVmyYjLB7JgZNYjaiObPUym+RfL+9LqU1lrq0Jhj/lJrmj1hFldLkyU4ApRjXMpS9LQyLsouHtOY73zvvV5SQ+A0fu9t4HofnJzGnDQVbvttAIo1KhrZ3tsYlDvg2KCU6JK6Xem+Y3VMTTdOQoyFedZg/TLPkGZMnjGux+Lq5zQ6hspYOf3JasiakivTbqqx6mpNGRrNpQC4jmGDqA6NCBSd31mO4mvLzzIyZTkH4yzGu6pxYuDuMg4ii1vvmIPXgKJZoG471+PGbysHZ6pRa7EOnDFLllgzdNsaI1QNHqiMieiaWVkuBStCTWPT+kAlH4Gmc8tUt608ijGLdlaphQibEfZWwPx32X5oAIqO4IxZWBSpfx/dPWrQHK05g1pTcZp48eWv8frFa770W19kuo2MtzMAxjjeTIkpQzaGaAt7C744gjhud7CbCzfbW4K3XF7MdL1nfb5SMBA0E8bayqa46vuulJ21ltA2D+/wPmCdxXqPqSquzjp8CIzjXXXRJuWN0WKAfddpVHjSfHjJNYAqJWzn1J1x3rEqjrONZdOvWXUD58MZQ+g4Hzq8s4TNipxnDuN+yXBYbdb44JkOcx3UXsFJv6IASYSZSCRTGBESMY3ElHi8PiPNhWksXK4ecz5c8Ojsgq4LiM3Y4nncZewA4dySGcky47zBErBXDip5VATmWHAm0Xcz7z8VzKccj6eObISLS/XTnnUeYg/zwNc/3HP14Qs254+wEnn94Qc8unzKe5/4FJeP3+X84hmu8yQZmdMbkMLmYsfTZxP9ENQKKQVMwFjH48fCeh15/Ljn8vFjPvuZn+SDrz/nX/7zf4Upt5ytI6tera/1yuOcQYphngs311FBX9a10DlUpdhBzBmbW9Dr3Q3l5vbAdTlwc3vQgLou4JyyYqGmJobQ472OFeccw2pFCIHVaoX36pZa9T0haPVkY+xSvt4Hdet5bxdfdYsbOKXpv+Us/BZW0kLT37uu5T3muCEv4zsZ9je+1l4yi2R2yrIASkFUy61BoboYeqeZcCGo1d55hzMQsHgxeLG1CrlhzYa+C1zYgWke2b7eMTKB2WI3FrsyrC56bPAEsSrEFc7oTIf1gpRILiPZJLJkdAe6BwjaZYpud63igeHt/coHhxuaCEFzOTQW7iTziWP83FnnEREOkwaNRzHHcST3zqW2RfPp9ARru69f8jZA4QhQTtw3y4bvaoxQ1Q5yrka4NdYFqZuhtixwPReC05g4K5XxLh6SIHMhj5Gbm5E5BvqzA9MEq36NDT3RB4rR9GDjNB6Q0EFlVIKxeAx53CFpxuQq7eD7hbEuNR1X4ozkTBYNfM4erPV4NwCBNDm288QUJ9IhKw5KCXKilKgVsA1kLBnPNZbJGLonz7DjxPz6ZgH01lq8d/TDit53IJZSYE5FGX5rsd7pvHYqZ1+kkEpZqrOnrEHkGI/vBG8gZ48x0HeD3htAJDOnSM5TLTOi827TDcq4+nXN+skE5wnOamBxmXUtsBpQq9VsHcapDEXwev93ux1FCm4J8mUBKb+rGRQ1XGSJRHaLDdriS1ps9YnVlzSoaXuzZ9rtefnBR9y8uma8PZAmjfTG6oI6lYLJsM+iEftOllyhkguURErKlGAMYfJMBd00eo+3SdFmRdE2NDSqi76vuevOW7zPWKcUn3UWX0XFfCfEeLKUKaSmBTy0hUIAnFTwU38ac9I5DbLEYTvHpl+x7tacDSs61zF0XqvyWiFZIZewGIJdF7RmRCwLQHFOQYqAFrcynmxK9ZEmDhScWJLNOCdYLwxeI8xDLZlurcUUQ44J4zX+xDiHd0HVdPF35PdFVDfEiC7MIXiGPnBu9L5cngWG3nO57iF1SFxxu5+Zpkg87NjfXLO9uaLrOgD6YcXjJ88Y+hXGCN4mnM28/64n2I7tTVEfbwYXBnzoGc4uGNbnnJ0/4vziMc/eeZeSE5/51CPW3S3nq7PFh++91lQZx8JhzPSuZiGlClKD4+Lcs14rU5DuaPgcWy6oBk3W11JSv7pUd0fJpTI0FhcTxlqmmPDecxgn9Ts7T991KvBkjoGN1lpCBTwhuAX4qJifXQShnK+s3ok6qK3XuVh5ddNZgEizMuvGWioj1wSeTmXA1Zd/MsSNIdhQgXgtYV8F1EoRYqmWHjUL54RSTrlKD5TKfsWMM4aMwQuEZuEaiPuCS5k5R+I+UmKiYCk2Vp2jGYqvmXS64ZtUxQWxWPE4CTgbddVpbhI50XqRpTvqY7V9P+ZWK3viXcMgx99vucdExbusZb3yasGbTCyCJJV6L+077gCmhaNY3N5vAZSFFakWfJU9wFCDY48A5ei6qccZTaPXINm21p0yKNVoPAGkIqhQoYVQXWOmubBEoGghvTTumIqwffWctH2DTHs1HqwD34ML2G6lzEHwi9y7ygYcw5YXg7W6RYx1x/hAK0iNT9IsqYRIhjyRDzdM1x8RU1SXe6mujhpv0bpyYQ2M1UxI5zjbnDEbS+Rm6W0ValP3sHFa5EtEYwcbw+OsVaOiapJYq+dprTJpAAkhi2pwtQKZiCHltOiScJrxJbIwYd6pSx4HgULpA3aJl6vXVY9t5pPmkStr01j7fPJTpNwZr7+rGRSL4FXLFSMJKy2jpyJ1A6b6q63RIMISNaX16//xS9y+vOLLv/UF4hRJowra6BKrn7ErhVkMLmq9HTOAWEhiSHOsCqwaxX91O+K8Z7WZ6YJnGDq8t4p+Q6WdQwMmdeF3fnHv6GZgNQbCWnzocN4T+gG3m+7eME1hqNap6MJmHcUYuuDog6XvLEUcgwT6IbDe9HTOMXjHWX/Gultx1m3U3dMGX0nk7DAOrLcYp5uUsQZSBSgEZXaqLLe1DhcsxkIxHblErosw5om5RDzKEqxDYB1UHtl7XVynIuxudnTREvxAWDn8qq/BXY75hCRXqXudfE4cXRhYrzb0g8U54dmTgfUq8OTxGmd7nFlpEFpJvLx6xWF74Pl7X6RI5jM/+lOcn1/wkz/5+xjHLWkeWYXIasj84f/rhpvrR1y/WmGTxWXP+vyS1fkjrqYNs6x5770f5fHTZ/zIj/0E7z7d8Mh9wPY6cHslDCtlNXa7yDhlvvHhyO1t5Osf7IlzYZoLXe/ohsBnP7PiyTudbrO50H0MQS/iKMVCDfKUrMG0jRBOUkh5VhrXTJVTVHeSaYrA1lWlyrbw6iatjExXAbKrbIul98rEKFvjCH2vv7tuCbjzTjedrj1ujJ/3Cy3dFqkWzb9o9+RSg7ZLFQy8G+3vneNitVFaur5n8Z2XzDRpgLako2y85knqYp2BXOuc2KpW7JCFPSneUazldp6ZXKT4PWWeSIcR6wolQMmBkjX12Ekh2IAgxH2iFYVzvie4DakANpKWwFxZvAWtaRwTHJEH3M8p995h+9MsHqtzvB53mq23Hjr64Hh6oSmn4dYwzhkOiSJW1VQXkLKMpjtLyCJf0J4+jTtpbgZzdPu4moW4VFw3HF03TajNHYFLcw2YE/eONeVO8dMicEgouDMWLxlbVDtKSkLSTJ4PxOsXxAL51QfYPOPTqJGGtsMMF5huIAxr3XCNFrbTDJVClqybrWQoKmNvfAVoxqpittGkBSk1KaEkZL7F5AnSjunlnnj9nOiCVq8Wh+lVHt9XF7yghoNFA+oHH+hwXKxX7Ppbbj74cBnn1liCdVWDpV/SPMh5CVPqOs96PdB3nuCNakIZWWLzSjGMUyamiZRnLRVQAVZM8+KKb0G2mk2t8WjWOtb9gHGWYgshGLogzONEmmNVw3aLCylLU/1Gww+8Y5pGUoxM07TERS46KTVI9nc1g2IROslVQbZUIY9WrO2kUrEpS9rT1asrdts9L778dfbXO+I4U5LWf4AKrEvTRBEV75KWeaG0q6LoTE61+BeQisWmQi6arz5PMyE4fHD44JUdCQpMvG8Uekv51U3bWosLDaAkpdG6wnqaOavXbIAuaB2HECzOG0zVQbeAcQVjC8PK40KPHwxd17Hu1/TBswqBs9UZm2FNb5xaRTVdLaVILolUilLiVulZU4TgPFjwJiiydxoUGrqgtK5VezYXp8G54hhDgWCxxrFZrRj6DucKhkTw0AfDug84B6RCMD1rP6jgmziujFtocEHp4FxUsC0mTcHV/aCwuxmJU6SkSN+t6LtCCJ7Ly3Ne3myZDyPX11eszy5I8YAhM/SBoX+E4YLN2tP5kUdnPSb1xJusAXrREpPAlHB+zbq75PGT97i8fIr3a6ztMSaAOEoB5wJdCGzLTJoTh/3EPGXVJfC6gvsq8taC1HIxVdCNt6xqkaSWe4s7EA2KEVHRJhYNlGM/HQ3U042gZRs0y6ZUZcmISRor0Cj8rsYZhdBip8ISbN38z51T5V9VAFaA0ljBO+4BwwJAGuuT69+5ZRKcZKUBdN7z9NljBVv5mBXQUuXHcSTlxGE63Mkc0IyNBnaOrh/tV4stYIqpYqVCmhMYYZsn1csQAYsynV7AFTJRY5tSrRczjeRy0NIWncN0K6wpWDzOatpyq8uy3BCaAdso73ZO9wCKU9dwW1OkWrxHuvzoarNOa3vt5wr6qnBcCJ6Cwb3FniyjYxkZC05Ynj5JHa6DyNoTprYCDWeVUfIWvIVgDcFXN0QV0qOyJq4ZY1bVso1kPnIn52UMxri6tuq4aByQICQMGYvxHVaEPgTKlIi5IP0GuhVm9QgbOkzwywVJycrAUaq8O8rC1bXdShMDrEGyzZ1bY3OsES1PUixJDM568ANhvcaEjv12t4iVSaPKKgCVnJFaZVmw+FVYQMzxXjv6oMHsUvsXg8rzm6qxI5qyHTrHMASedRdIZY81wy0xTo7D6DjEjjnl6tYzLGpcpRB8YAhdZWhgnnRN8d5gg8MNvRYgjCfnUcuc9DU1uakhx5rpE7xHStDQmqrDpcZEJme3KNt+u9IL36z9UAAUJ0IoGSdavK5IOqkaqdomzmiefTlMpHHi5Vc+4PXLKz74wleY9zM2LR5fBTnSMn9MY4JpygYGXTDnnEhRA0AXf29Sy2EcozIE3tH3gdAFfK83y9cFv7ElS+R5y+SpwX3KtoQqN58w+QhQwBB6zzCor9BZU1kidHG1BeMy63WgFMeGgRA6zldrutCxHlacbzasVytsSlBaQFRhjjO5ZFLJy4ajJcel6nwo9e6sgpeuDwyrTgMETSGL1eDcWHASGDtwrgV0OrrOYV1BTKHzSlNuVh1CxiShJ3AWzvDeIThurT0ClOriSQVMNswJ5ggOdXPcvJlwHna3sFlPnJ0VQljz+PEAX75lHA9cv3nF5uyMOO8xklgPntVqQz/0nK13WBKXZwM2DezCzJRUe2WcChORzdM1q/OnPHv6KR5dPsb5Ncb2QKAUS4qCNQEfelK8Zhoju9s902TwNmCDwTmwnlpxWvPJcrHH4Mn7TWplaGTRiUFU7XFJlK8uv+Z+0XF7zFNogmWFI/VaqppczFUJzdYFXHTe2Oo6xFSHaZ0MjTXrnNZP6iqd76uGjqvjeYk/MEbVMWE5zzbjlo24qGBda10X+OQ7z5QAWNxAOj5TShz2WvNot98ptVxFuGTJUDiyMrmgTGcGqW4yqcrAMWdlZA43OISVNxgLvnMYD+IKSaIaPhFN/9xvSSWSS0SKw7CqAYqxrhKqOItRF/QpJmmgZHn8FoNi6YMj03JxuAdQpC0BGGsoBrZTvU4xiLWEznJcAT++vRUQe3yB+/90CFS3TWVTglGXsFZ9h1UwDJ0ndI7YAGj9/EWDw1msZIxEgj8Rf6O6lep4WJiPer1JLAmHDR0BWHU9Y5o5FMF2a+z6Ert5rCU5SDrKS64xraryXU76T10ouq5RCrllgZZcU3ZriEADKNaQMIgNmG7NcP4YP6zYHaZj2aaFqFIEUFKmMFFmXeOc3+DuAZTgPUPfq2sHKkhRFlsQTRkuuq53wbFeBS7Wa5x39J1TsJwOTHPHOPVsD4lxPq3lZSg5M40jQ99xtj6jYbDrK1W99sHgO8fqYk1JgTRX4UeEjMc6T9+tCKFDDFo3LO0VqAYPFJxT11QTDhU5Ks/GqEbs99J+KABKjIndzQFTZkxJlHQixyuCzYkSZ/J0YHt9y+5my8sXr9jf7in7GZsLpjS/p7IQmKqqYhbOpIprFUiJJIWYNfak5CXOe7FAMIYcDdEZYpyVKh/UXdP1PdadWKbWYkxaAhGtNUu8ivMFaxMuCGcuLRmDxhref/+S9bkgKSto8Ooqcs5x9mggdIbOaKVKZ3WQrEJQ6eTzDSlFrm72rEIgGAMkconsxz1zSkxRq3zGlFh1QQOnggbSdi4cLSkP3OE4ap4e6lvt+57Qebqhp1/p4mmcrs6+dAzF4lfPmmeN1Wqg73q1xMrdLAehphpnoURhu09cbxNnm47gevregCnMeSbtDDf7HTEmYvTsxokpFXaHLTe3V7z86Gto7aDMZh04vzjnxVe/wPb663ztix9x2N2yvRG2B3h9XejOLZ0deHb+Hs/e+QxPn7zH2fkjVqszbnjFh68yX/niLV/6z8/ZnN/Q9Z7dzY5pily9ieSi11MEchHmHCkC737qAMPMJmnE/zH58dhUv0qIUpYI/RYg2bQ1NG7K1oVXrdW21GiswaJbTkuJPWagSh3rssReqcRKTZYVFusWtJhjJmGcUbHBWn07O3WRtk2vsReCWlgLtbOAlNqMskN9SsspdT7w3pMnGGPrhqWsaKOQx8NYgcr+CFAq8GrHpKSVaVPO5KKWnxa2FMo4InHGjDvVQ7IaiNivBsLQYfseCZ5sDWOMmAgmjZgcMfMtEShYxAc0wtuCiRiZtM+NWj0GqUqyx0yihUD5GPp7NXjOzjtiBhGtPquYpmaJNBcRR3CBeARRhds7cSosujinREl7bO7dhyWV2NzLJ6nlGYxpga7VBWjAGyFYQ+dQgBIcvdX1Uqn+Cm7IoNs892lCI0JXJrwRnEyaKiu5jh1BrMX4QLe5pPOB9dkjkntJOSSs66sirF5dWdiQjBRNnLAUjCkLs3PK7DWX1pHsUhhfqktINassxQZ8t8KtLwhnj+nWK8yHLxRA1KBzQ9WaijPf+PBD3lxt2V7fUkrm4tEGfKDYzXI3vA/0w0A2QSMnqyZJzKprI0XYxchtitjg2fgzVucXmlDhBCRRsiWmnilGznMgylEJu5RMTonxsFeAslnXmmnw6NGKlIW+W+OcJ6xWlJwo88DF2RnjnDhMmYLh6dNHrIYVm/Nz5hi52e6Y4sw8Rw7jgRhnum6sKeJUV88E+Bo0/buYQcmpMB4mTTUriRy1xsock/oR55k4jUy3t9y8fsPt1TW76y1xnCttDtSFfgnKMkKxx2lkjE44s1DRiZQTOWvQHzR5eXOChNUizVn9d0UE5zMiGgSL1KAyW9UkzUlEfKjFlxIYK7hsiN0JQDHw6HJDWCXiYcKgdKF3Ws9h6L0W5rONitcaD31w9F1gGDpubw7sDlu8WWvWEJksWQdejBymeQENnXMER50YjuBdjRHRiX8366Tp9up1h05dQP0Q6FYGX0EERnDiCGLw/Xm9LrsEDFurQY33g+lKXeklC+NcOEyZfjVoiqHTekIxCan6ZWMUYnSMMRGzMM0jh3HH7e0bvOtwtqvWSc/NzTUfPf+Q16+2zOPENAb2I1zthXVvWOdAWF1wdv6EzeaCzfocH1YU6bjZZl68HPnyV2/oVhMuOMocKbkQp6pgadWlkouwH2diKWx3kfWY6YvBlwZO7gIUU6XDpQYht+zL40Zy7CBbmRPXAjEX+FwfG7PsWsa0HI4Ge47ica69VskVTWutDEwLzi2GbCHXKs2S2+fdDYaVFqe1nNORjTm6FISQ8wJQvHNcbM5oSslLAGytOzWHnhQTo++WlPpmvcWo1aRT1MyaVFPmp1RT71NmMhCtkGYgS43V8aq0GTpMCIi1ZKN6FZSCjHtMngnplmwCYnsk9Yjv1PdoDYijVfpt9ooy/8KdvfmETTltXbCsB88cDUUMOWtwYq4RCuUEoJzSIy32YXEJUW0tuT+aTsfVfYCi4FSf0vWujT1rlVlyVUxsVYvAeSPVxYNKLIQmsijE1LKOThk7Fkbo2Ao2z8raoaBiqcBbT8xYh+/XhDDQnT/GHSbE9WjF8qM8/vH7KhMuzVWkAM80UEK7Oad9WP9vLA6igN5Y9ay5gA09flgR+hU4py4YcwLKSyHFxJtXr/j6Bx9y8+olKc5cPt7Qbx5x8emfPonnsXQhMIsG0y8sYE517giHObKfJ0w/0PmgGZXeqSCdJLWZc6bPiWRWZNstfZxSJOfI4eArg7KiVfperTtyFpztMMZjfQc5U4JmFc2lcL07kLKwWfes1wNPnz0hxkTXD+wOB3b7/bJvqdqzsqg6B1mMbvPNBuC3aT8UAGWeMzfTKUCZKCmx326J48j29WvieGC8vSGPE2meIevAvbs2nCz1AqaoOqTztvppVZAn7iOpFOKikGcWjq9VsS1QA50NuQYZzQWMS5Son5n6TkFIjUU55rMbbNSYAucFYzPGF6LJMNQzNYYnz1ZclEya+wWgOKP0eopaPE+KoWSQnLDGcr7ucZ0FM5PlwJx2ZLymxaWZlOJyOQVNfWWe2WzWiLNkIxTJjIdDlZGeNYg3qEvDulC1U9BUR+dYnet3+hXQC9kLYiJQA+CEavk7LF7ltevKelrmXW9L1XoohlIcY3TsRsv0ZtKU3b4ClDjS8vLneU+MwpvDgVigmw70hy1vrl5ztrng8rwnzVu2N4XD7pppOtAPzzAmchiFKJFDHvHS0dse69e4boN1PYLjMM9s9yOvr/dMyeD6c0zowDutv2SEgNK8mlWhTF3vNJukX68IfU8WQzrZw05H5Xsr4ZJSsyMMwVeXns2LW0/3/GrJmaLxA6bumWg/t6J1rd6QbW4hc5TMb3PC2ho0uNTiqJuMHK10Xwu/aVKsWWh6gOIqoDSC2BroKjXjSIRUAYUCGWUSJB/FCK11rIYN1lh1P0p1yzilj3s7UFJm49ZLFkER/WyNU9HAYZGCkaTjWYQ5RuaYeD3vkTExjVtkjmycp3OqkGycQ6whlkQqmXIYkRhhd4MpEc+WHAbmwZBkTTKBQynkDCZ5rE/0Qd0HLOCPxX3S1o239mmgc8IqCJ0z1TWheipV+5mWE3FU4D1Ztk5dQW38fDOAsoDDOxNMN5c5UkoixXlxt1inxpLxGkvnw4rOedarAQUzYExW3SU8YLHlrmS/oVBKouS0XAdASYntRy9YDR1nF5slQ42i391ZAQ/iBEdkHvekOIJkvET6MmGlq4xh/czjJdW0WlniL5ohSUl67iphq71bWZssZgF7tmjMnE9b3OEl/mDx5ozQ+kOK6qQsYBymcWK/3S41gabtqO4bOd4Q6xyuC/hkMAXKPNXwBEPKwm7O3I6Rq2nG92ts6BAbEOvxweINdPaixobA7DqyaSJ/QsoRpFCSVrDfDFo6ggbYSmHeTczTzPWbG0wpeATjLQ7PbtwS08hXv/YfWA0b1htd8wxw2B949eoVN7c3jOPIdrtlnmdub29JMTKexIadD4GL9erjRuG3bD8UACXnzDTPR4AyT+SUONzumA8Httc3pHFk2u4gK6vSUuW4M02agNVRAtoYIVjR6ptoKmdOhVwXwkZVm4pKG52tn6ygpVHkmYwtQjJahho0KLGcVCG21V9viorsFFHQYktNaa7NAKHTFLYQ9Ft8pRgN5ghMip5bS/ELXrNziswUkxBbyJKI2ZCSBh/SRORqHqGIaRyvlrenEMtcdQNmvCkUC8nYpeqviFL/WIsL4Dqj/nwrNY0vI2SoUvZS+70xJMLRQr+7AutiV6oTQiOLPFOcIWmevqro1kXAWGVOYmIWFQSfU2SMkf040nUrRIR5HoHENO2JcaaI1qqYcmTOllQMqTSZ/ZqWWGMz5jgzx5kpVo0Y36lysHUYlyu9XdkJUX6pUBCvGSGh97jgl4X0/oYFMJiMN1lTr0+yZ2q2n/rJ2wYmEXWvNQny46BZ4qisLO4bMLXgV+1iaaxhTS2sT7SSeouSKwpOLE3sST+3tZaRUGrAekYX7ySt1IIukrp55LfcHU2BdLmOokX5oNbbcqri4YJqpKSSF7AjAraBNym4Wq3Lc0yvDE5LMqhTPimLuHRD0WrhkhTczBMSZ5hGTIlkEynGqasXoxpJxZKywZeK7tXKoW2VemkNwLVx/XZz1tA5Q7bmxC3U7m+16CsT1e5Du5ONpfk4F89b7QSgSH2PBshncjyQUiROU2XA8iK+VoIjO8vsMqbrYDjGG91h7E7YGV0atfJ4qw12pwhoKcTDQb1ksrkbs1M/SzMwVUAoxxHJEREtNWCkKEiQUoFck52oHV938Pup2qaCgRYkS13XpRwl7I2cgKUckTRCHCH6uk/YpfZbu1iByurVFGWyllK4I5rAwiI2BtG09U0gCcy5MBchFpaMSV17fM3+NATXRDXA+J5sHaa6a32OtS8MfehZ9UeAYp2AFPblRg3cimSdNeSFedNjxmkPCIfDDoxnnmAaD4yHA4f9nv3hwH6/Z55nDofDAlCWFOR7sTffafuhAChxnLh98wqJE6SZcXdLmkYOb96Q55l42EHJhOrXw8oxAM22jay5HYwGw+XMmYfeGja9bka3cSYVmFOmqVW0Am3NL9w2AB30BkRZDEOipKR6DjEpS+IOOjBPBI6cV1E32/U1BqXDWIf1gXk4mdBAtoVihb7rdRHKmRwzaU6U1EHxSBLAslqfafZM8Ewysd3fUkJm9Thwc3tFmhL5JmHFcb66xAfw3bE6cj8MhD4grlDITHYmk8gm4hxED4fDnnnOWLPGu44nT5/WCPEJbEb8TKIqgUqzoDQuYXkuxxpxry6gUiypdLSFXVAm3RuH9QPD+pLN+VPe7K+IObEt6t4w1lf9AMc43zKWQhkCInA1jnBzyzc+ekNKllXYcHPzESXv+ejVB9xcv2G7FfaHxNe+sSUmIZbC/rBDrq2mLVuD9wGM4ermI65vP2KcrhGTGVaDikQ5hw1S9RUqRLFZWQyj8SLWex49u2BzuWJEN0RORlG72918TZADw3rAisMWQxcCZxuNZ7LO1qBQuLrRku7r85qimyLD0LNaD7TK2VUiUyWrjalgVL+ryXbnFi8jCoD6Vbi7+Zk2fWRJGV0seKqNJtQ0Yll0ek7TjFsa4jzNpJiwuebw12Yr6IbmjlIXllgD7miJ5lIw2VTDwTCXmt5cd2drPAZlf1SaxrAaBsq8ZvKenKNKFZRMyRPjKJSYkRKRkvDzhEkR2d5SSiKahDUB+8gSvSF5w03MxJhY+0wnhT7UOj3Ek/pKgWOMVgWX9/jvITjOh1CB/BGeK0Oh87EFj5ZalOW+G3QBP+YIg+7jFNPcbFhinIkx8bWPPmC33fHyo480dmtWC1xKUfBpZJG4Xw+e87MzPvvZz3J+cc7l4ycaBOtcTV3O1c2iuh4xJvI4cX11xes314yHw3IupRSm/USwlpLtonfTTC5rlaOL+1utAj7dMh9uiXliLiuMQMhlAQlLJlAWctIxXTJMs5BjIU0qXtB1qvgtOevxUsdlKbrOt8we0c+amJnKFtetiHNm3E+IdZgUsTlhyiLeX7FRUeG9ruPdd54QNpd37lXKiWmeNfvLaDByEcOuCPsiXCXhIBr/MvQD69WKYRhwLtCHFgeoBqQ1Ft+twGuxVs3wmWv/BbzVOL2mdxt6p0bCPuMLmPOV3mcRPnqzZ399oMSCLZ5hrS743/7P/4GShRQz+/3M7jDz5s0t+8NUA9MTh3FHjLHeX71/91XQv9P2QwFQSorMu1vKrEFv0+6WNE/Ewx5JEUlRVWWl3LEmtcmdh0u464mbXC37Qspa0G0pDsXxs06Wh5MvaCbpkT6HI/MixdCEplpwbnOTuJwwzpNdVsASMjlqWGRrKWvMiDOOunbcWYQM6ht0OLq+w4eghf3KzBgP2GCx3iBWGQxZ6rU4sAZpwkBVbt84q9XsEAgt1VWp8OJgzBOHaSJ4q0G33iAOktSFPk2NN6nWs6A1H3QRETGUusk0a12KXdxmSw8LyuqgwcQuqJS7oUavm6q/YC2iYi6I84sbIM4Rf5h4fXVD73umyxGYEJkUpFphPyd2Y2KcT6jhlElxJsWJFFvZdNHnUqSIFimz3i2l5JfRZW21ps1Cv9rqz28sRqFu8Oa+PDpYmTFy0IJmouJ2nkRnRIsXGkcyGg/SMVKATly1WiM9MJwwbG2sKCAyeGnBTSrZnhGiVNo4KVAd6BcWpjVNG2UBKDnnxTLPopkcMWv8R6guo2xVTCpWl0wmY81MsplkOpq2aeMfm/tTYcVJqc/qilTAV5m55uYxmUIh1UBLREdcLMKckv6IkIxBvIPkSKVgssawZVtqle6RkiMhxZrtpgXVZmtwRtPsozHEUphyIkmiz4XidJ6b5rqiMfttVJywgvf8LzlF5vmgGkQ16B0aQNH+bmSFEreNJTuuYhoEVx/VNexua4BS7+duOnA4HNjdXrPb7ZjGfc1QbDXO2riE3DJ5ilZIv765Vmu9C6xXa3rb0zx9qQYrzzES58jhMLLbbdnvd6STTUthkupYSZoX96ytA7VUt0kuWoTPBY/rtIq8GwZs32P7DmNPU4wdNmdMcpjsNQBUEta7mpUEfdfc7P7otiwKrG11RZ7GtIQQtMbVsMaEAbFbFfWTJtQmSMnkpFlf1oBxTQ28w7lwh0NJSQFK8AaLJUlhlsIhJcaUGUthLlU5NiVKrFXtKwufSmGcIz50dP2wCO8p+LQY4ysT6RXIVFdpFsFWaQrvHMYHyrBW1myOpFyY5lnXPiwuqBsvVQ9EmUZKjJQKSprRoXWJyhIzpmP/buHR76b9UACUuN+ye34gjXvSOJLGvZa1zqqHonn3CgSaq+JeaCGInDynnVmMIVnDLqv/eh+bX9It/KMWY6q0+WLmQI0SA+OWBb2U5l9v/n+hpJE8XSM5QomE4REurLD9BuMCxq0w1mNDIF6sYUk0FnbTTGQke6XYA7aSQMoeYDR9rHMdjy4fgRVuDlfs8i1X8xvWZ2uGbsD3Pc5CnotWc7Udhlprw2mXuc5hgtWcQmMJ60DBgwl1AYHbj7Zc3V6xWcPKCBKU5dkdtmSZSGVPyyfRRdcsAY+xukeyaJx/Wsw+x5BPSudJdTnVPvAddGtDKA5JqvhrjMW7sNxXG3qcMSQRxjlyc3vgZl8gfZl4iDw9P2OzKQyrQjjzeAm8/tKW7W1mHPW7nBVKjKTpwO7mDTdXLyklITimw8g8jxQSOMEEiyRNs86luhSCBlHnWtuiSMKLgLGkannnujAak98CKMHssXJDkFmBYSn47Am5x9mAxeONAqNo9hQRVmkGhCKJoQysy6SuQ6pipmg1ZkzV5LEW6wyl6LcfSlHF2oOWbl93mwXgS91x+6AKtNaoLkuUuBCSsWbN7CdNB97YNc6qznMRYRa99ylHZT6McM2KeLIsuQWcHF0YgrrCjKnKqXbWQmemENHg2Ggi0UZGGTU2JVlSEcYsTPPEOE+MU1RV336FCBxurolxRspMdhortd3fME57eiM4AZ/VvTjT0bmOdTdwEM3y2U4TWUb61Yy1kZRzXXs0Jkt7vilxVuh64lpr7fbmDf6jD1hvNloYcrNRV1vNNjSuCe8d3UUfG4TY8M/H4iA9k5QKMRVevnjOy5cvef6N50zTdHSDZHnrzZKFbGCfM1PaMsWvcHFxxtXtNZ/8xCd4+vSJBhkDtze3jOPI1dUV0zSx2+3Z7kb2h0nr6LRTNcLQZYKZSOO1glRj1V0BxFSIKTNloe87hsfPKKuJtD6jW53h+oGuW9dsHoWxKp6qmTwlJ0rOpMMFJSWIswoM9n3VZ3HLZWbrEGOJ1rFkZlYg1xSZnTUqxnYzUlJizhmfdd7mODFubyDNdEYw3aBKum4FLYC1tsPhwJs3cH5+gQsd26jA5KP9qBmHCeI8k+LM/voG5hmHQ7oOuo79fs+L58958vQp77z7Pp1TTSuLBmqL0f6wxiBlJuaZQyxMqdDnnuAMZ95h7YaNX3Oz23I7fsRuilzvdhB0H+r7jSqf5wPpsGPa3hLjCPOocTymxpLV8io5a6HeFjf2uxqglDgx374mzzMlRojjUhSKZqUXteKtO0oKLzC/NrVpWgCREKPGcdiawROLUMSAeCrXTbOGFtrONmbAKCVtjpYp5aQIlJLvlLgnz9dImqEGNOV4wNXiV77T9EeyR5KDEyWU4B2gMsWWY1Euh13y/r21OAeJSQNG8who0b4+dHS2o1+vccUTU1Ip+1GWuAHvHa7zFG8oXsgmU0wiaUSBlsip3dB1gbPVRtOEh061BSg1WNIs/a7BwL66FgymOEyo0t5V83PR3CiWPFtOVKQrSNH7OueRKe0oRMQog1JKIaWjKNh+mjRlelZhPWWbNHj2cLjh5vaVipI4y5wzsYAQ8L7j2dMzck7EuCf0WroAyaQ4Mk57csmM+z3zOGkchVXrDgMms8QNlWrRYNQtRIYcDRQhRtFbL62+9tu7zeASnZvxFgUSVgg24UohTzNx8vo5RTGk84a1rwHPFKyZkClV5dAmXlj9zgDZ6cYTpSpMWlbGkp0QOWimwF5BZEw1awHLVBUpuy7grKEPoEXGEhKFkgqDZHBCJ8oaRu1gejE6B0wimUw2wu2JfZlS4s2bq6qt4shJN/2pxkV0Q6AgjFFri6SSSTnpRhYnUs7EGq+UrSUBswg7EW7nmd1+x7TfYedZS2Rvb1Vhtq/FkQYNgN7NExNa3XtwHVhPCj3ZBkqBMWemgs4f8ok67pFDO3ImcgJSOG6AJy0rN8aYVBxMrKaESynVxSNLsHSrs7N8xAmJsvxtmlrqvUFVSwbkXDA20A0b1mcXuDAT51kDHNPb1Lx6FFSrKQTP5vyM1XpF168pWKa5KbVCKoaCw/qeIJZBHGI6rJvYz9fEpG6ekjPbqzfMXSDngu8GQr/C+soQOYfrBy6evsOwWnHx7vv0MdHPEdf1WB/UHW4aQKmlDqQGror+5HnW7KCiYzg0N8mSaWKqQJElG7egO113jp2qCQKJx/sDcZ5xXad11owoSxEnTI54KbUYaWF7u8Nny+rRyS1Agc9+TpDhdpyZUmGOmZjVHRXnmXmeePU6ce0cH11v8SFwfrah5ESc9kz7nnF7RZGMTxP9ao21DqmATWNqtGxDTJk5FWQ/M0vm+uVz8pyYZ8N+nHmz2/PqesdujlqmBUO82eKd4WJwDH7F5dP3Mf6aqVzhpj3ExDFLqkodGIutqd0ft6Z9J+13HKD86q/+Kv/kn/wTfvu3f5vVasUf+2N/jL/+1/86P/3TP70cM44jf+kv/SX+4T/8h0zTxC/8wi/wd/7O3+G99977nr4zTwemqw+pakwqBLQsDKWi50iO0yIpLMYjVbnwaKwu8fGIKUzLM5rNkxtFX9kRe1x/tEaHAa2KoHSgNIrNHom3I7UqwESJt+TxJSVOkKOqm9oBPxywfsCtClgNSitzf3LVRq1XE9BirZq9453DW0es4EzVSmGSPbkkprTFdZbzzZrODwTX82T1DoNbcWBk2k98tH2pdR0o2MFiB4f0kALMJVJQKrsY9ZcaAZOFTb9idRHo1mf4riejQWzFA8ZhbLdkmVjrqqvhOAS1unMNAjMaLCzZ8PKNJ53USZQ64bNExnTLbr4moWt1EUgpM02p+p8L+2lmmiNjTd1zBqxk4nTLbud59apD3BniBw4xMmUB29EPA+9ffpZpOnB98xLX1RRpMvO8Z7e7xfuJ3e0th8OeqGgW33c4q+B2jjVdsFGu1mGKQ4olx0ykMI+FOQpFHFLTDU8JFAOchcjaThintTW8r4tqmpijYzcb9vtIycInn52z6jybnhpvYjWId4wnQbbVPWMUNOcCMWlabhc8IXjWoUOsYWanm/6UmefE/lCBvvWUpIv2arNi1Qc2z1ZaPG/ak6dMmgvnq56+8xSZSVnYHiLOWFa+UyhqMtEmIgVnjhviPEeeP3/BarViGFaM42GxwkspXL77BKxhOx8W952KSMUaLC2ARYwlW0+yMFm43Qkvx4nX1zfsb6/ZkLDzSHzzhh5BVgG/7nF2xXYauR33QNYsuLNOM3x6zeI6ZJhKYpZEKQljEillksukXLOuTtaYBk6EBhrKwqYs65npiGZNigaTDIeUTl4tVTgvL4v+t7ZOFQi95dpu61ZNa7F+xebMkbJlmiZub2/JKZHmeDfg1hy1mrq+ox86njy9ZBh61psVQuAwZeKsm1LMBjGBbjjDd4V+JfTDzGo9E7cviKN+bkqRVx8+pw+e+TBy9ugxvgo0GqsCbZ1zXDx5yvpsw5NPfFKBpy4cNcj+mKLfgp0tTRG2gUN1Zzeazy3Vfo+y/Nb6ugadFGxUCkX1PVIkjiNpnhHrmMYDc5qxwavrrY5/m2d8SZRiyQVeT1f0szB8Qu4wXgLcTBOxRK4PNUM011IQKTOPE/vDnleHPTFGDrNWKX/vnSes+o5H647JG3ZeiGkkDCusfYILPfherzdDKTOlTEw5McVM3E/k6cBX/93/xrgbudk7ojgm8UwkZhIr3+EQDm/2BOs4f/cZm/UZn378GMI32OVCOMwwjycApQafW6E0fazvDZ/8zgOUf/7P/zm/+Iu/yM/+7M+SUuKv/JW/wp/8k3+S3/qt32Kz2QDwS7/0S/yzf/bP+Mf/+B/z6NEjPve5z/Fn/syf4V/9q3/1PX2n5JlyuFq2/5xjlTJu7pqCpEieR4xETImKko073QdqH5YT9219pm7WhbluMh4jmn6pvsnlTDBGVWxzjsdjjaPeMapXHQ08Gylpj6QJIwnISNY0szIKuAOZUmMpDGU+0ZE1cH5+Bt5rZogxhFpvxRtHDIk0Fi07YQrFa8nsi+EcFxzdytOZAW96BjfgxSOtNgpJ0/l6S/eoY3W5wq4Mxhtc0ZLg1mrZ7SSGuJ8YDyNeBOc9/RDwnUeLc1qwvS7ErkBF1i2QL5ejuqh+bu2jZqyUtyezxmpkUoncHLa82V1RrEeMxdqO4gTxBePBdZazYeCs9Et9COsMXfA8fXTOZuWhG9lPiXTlefXqwG6fmUePtx7rHZvunLNHK8RmsIXN2Tld33N98xqMZbd/zTTfYP2MLTO2RLKo9WUrVZ60dCjOKH2MDaRYBcOkqslKGyMfI9SWlaZ2QpPy1I2wzDx/OfL85YFxVpn2TfgUcjZgJJBS5mZ7IOVMypknl+ecrXvEWIqoAzSlws1u4jDNbPcHBm/pvOPZ0yf44EnznmmO3O4PzHPmMEbAgXHcbmfmWJgKrIbA7/nxZwQP3mYOh8RhTLinj7HWcL3dsR8nvvrhG/rgef/poyXN2AfUaj3J7Jhi5IOXr1gNK9abDTFGUooc9gcFqDcDxnuyDTqPDZQwYL3gF0E7jYWJMbGbJ17d3vLq5pqX19fcHvZM08h23GGnETMeWBtYBfDZ0ZWMRidZfN9B8PDoEvxA7jbE4JRdQ6t5W5O0nEZbqqsBrzdQjgxK1c1oRsuJXiwAcxT2Y6nrlxbX07Evx3WpeR6Wz71jZ51Y/Kr++haDsmT/6E+KSdOyxVMs2KBjHVPBkWlz9KjVFDqPD4EigZQdc1TDYY4KQA1myYjJ2SCimiHFhCrsd5KSngq3r7akPjD4NWWIkBMm9FjvuHzvHa3Yvl7jux7W58r01eQC/VGjB6MaTQ2UtDigZm4KQq5ueapvXlCpSdX6EciJVvakBfoKLDFOOFVRvXj6lBwj47TX77LgnWHVWToKrszkQyGVGiN1L1g0Fjgk4WoeOaTC9e2kQbqVhZtjZE4zU9WlSjmzPr+g7zqG1QqkcH1zQy4KkM8pDJLo1isClQ11jtD1aB2vDtdZ1sWQr18zzwkXt/h84Gy9IklPVwbyIXIYE/QZazzrrif4gOl7puB5SSGdbTg3n2A1zfQpMx2ixrRYRy5CquxczqqC/b2033GA8mu/9mt3Hv/9v//3effdd/nN3/xN/sSf+BNcX1/zd//u3+Uf/IN/wP/4P/6PAPy9v/f3+L2/9/fyr//1v+aP/tE/+l1/p5RImbcaqGcMZY7KpDQfrRHIEUkHitFALGODAojT6HfT3DXcYTxUq6NQyqgZN7UsdgMoiDqFdPHRtLIcR1RzXi1NReR3AUrJB0oZ1bVT84Kk6N9FCuQJsZquW4xQ0jHq3RjDerXSsuw1eM5Xut0Zx2wS0SamcaSUjLiCC5Z+WBOCo+s6gvR4eoJ0mGxrvZNMMQXjwA2WsPF0Fx3idYLZXJkPV4XHCsx7ZSisqOy+7xyhd1hvdCL7oIkZtiwU7FIrpW1IywJoTgqsiWZr3GulUrelZPbzyO24q1lPnq5VgfWyWEWdDZqCXd0tLsBq1fHuu5calFdGpjwz7YWbm8JuCzl2WjPJOVbrgfOLNanMZIms1mtCCGy3N5RSOIxXxLTF2IhxCeNSRVEW47WPStbE6IKr6deOIlaDztruigV5G6AIIFkpasgLQClZmGPmzetrvva1K2JSduXHPvWIzgveJA7jzEcfXWnqN8Jm8KyHVvlWU4DnmLjZ7tjuD1zdblkFy+AtZ5uBFT0pjsRpZr/bMsfMOCZ1IRbDy6uR3SHyajsyDIGLM8Nm8JytHPt9ZLefuTw/o+87brc7rrc7vv6N56yGjr6vFZiTsF57uj6wVIRFXSavrm9YzZGx1eIphXGq2hz7SQUNh3V1e2lwt6ak6gwuKOUe845DLrze7erPlnEamWNE9jvMONLPE8VZLpIn5KzlLASisZiuw/YdbM7A92S3IprClOMCSLyt2krUrNZ682xLCeYkx0+OAOQ+AxITjFMD5rKAiTuZXY2RkcrGNFdEO1ba33KygXPnmGXUGZagxiQ6Pq0faCnSS8JArWK9VMGtwekinlwsc9TAfWsLi1BdO6/Szq8m2lruuNhLLhxuD5iYSeczEiOmSrxbZzl7fEnoB7qzDRhPtl1lPiyuut+sqWus1XRxZ2pHqN5CZbXb0lJr/p6kth/TiwtND/6+Ku9px9ng2FxcIKXg956SIxJHnIXOG7wpuJKQOZKTYHr7FkBJIkxFuBlnjfvYHsg1G0OVkGeSqKzFHCOpwOP1mtUw4IIjTSP77RbQ4ot+1WG9Jc1jDbAOmnHo/FLB3FvVSpl3e5zx+HQgyx4/eJIEXHZsD1Cinod1BR8CIXTgPbO1vJFMGQZWfUf/0UvCdrfEUzmrFb1binFzt38v7b94DMr19TUAT548AeA3f/M3iTHy8z//88sxv+f3/B4++9nP8hu/8RvfE0ChzEi6Jhvd/vMUNYCpblDWO60OKbMyKdmc5Og3a6TZJlW/o/0+mbySZ30uTAoKRCvBOmuxXpelaZx0o4+xfrariN4uAEUdyoIUZU0oLe7AYlsGgyRsyaTpulaU7fCcDm7D+dmGfpM5dRtp1oPVCHs8+3EkSWEzBEIfVMbbet20pccTkFnIJZJMQkJh9aTHD47V04GwCjCo7LQgGKcLv/Na28UmQ/SB0A0cdge28YCsA70Z2KxqP9fiXGVZuo1WyWw2pagr7pS1aotpSQaRcLzG+oOz2OBYP1rz6OkFdKh+SxMkq8BHEAYPwQZs0UXTBVX0nf0Nfe9YrztWYU1nez788A1xjPTdGWebR7zziU9wfn7O06ePOcx7xnnP2fklPgQ++MZXmKY9t9uvcRhfEoYdYg8UOyEmg3W6MBfB2VyLqGZl07zD9SqIZF0B0mINH1mUY0slMeWZMRasswyEysR4VpuBJ0/PyDnqwhwsqWTe3MyM48R2vyeEQDcEdfEYjeJXrQXHdop88PKKwzyzHyfC43PCeqUxRjnhrGHoPU8uz5ljYj/OjGNkmiPnFz1+CHy03TPFyPZ2BzkQTMc4RaYpsd1pOn2MmaIOeXa7kf/4hRe8vpn58PXI++884vHFOU8/E+mqnpMLHaun76qVHoJmIwCrTUYwuEEDyPEDNZl3Ua9NRTMwxnlkjjOvty/ZHva82d6wnyeKNRACrnTk0UNxlKGnWMs8rMi+I2FJ3RpCR1kPpC5wU4MpY5nJFJKJdUoLzmSKFbKpCrA15uxu2m8D5FXYTIxmf520aRxJt7sT0KHjWE7YpcaQLKDlPnaRE72PxYXUzuEU9B91mgRZ1rqca2mB3ACKUe2ZykpbY8g54VwhZVkKHNqW+VfX11YIc7kQWOol5Xw8aWuNbnadV70VDwTD2aMLhotLVpePNM6j65T5Nn5RM25FYq2puk1NW6fKShgpqoFS2at6EgsDRT1DV9cLW91iinDM0fo/ZXJrvR6xQDGE9QrJgRId9rCvup3qvgwmY6yyx4G793oXMy8PM69vlV3cXR3IMZEmLdia88ywWTNsNvj1GWIdpQiv31zxb7/wn7AIm9XAT/3kj/Pjn/wRhMx+jEwvPsI6Vd7dbDasPqHxKMZ4TPA4CxfOU/qBH/vEJ5nyyPRozXaE19cJu5uRMjIeHCnNXJydUYpwc31FMobRCL7rCd1ANp4wbEjygjlqZeMcNeNxqUL+gwhQSin8xb/4F/njf/yP8zM/8zMAPH/+nK7ruLy8vHPse++9x/Pnzz/2c6ZpYpqm5fHNzc39bwLiUYinUkpKYxus8VWIJ1cp6FPw3jbEpvCofKigBaIElnQpcqyynMeS0955DRbr1EKapwo6JCkLI1lBSvWF1w9vHUSV11k42KZNoAULqaDIaebGCRVsjAbJdqGJqVXk32hhp2I9KoJVltLY3gec8Tg6nPFYcSQUoYsp4LSAlV87uo3HBKPaHTXQrNEbba62SqU+eGZrSKgQl29KM03/48QS0T69J1i0bM5ywkdLzdi5N7ibReiqH3zdI12ui36DMKZ+h9DVmEeH1RBUm1TTwUdMZwhrS+c9nekQsaSk1ZW7rmO13rA5P+fi8gnuEHCjZxhWWBcYDzt2hxsO0zWp7OgHqXi09o4VJBWkgC1FY3ZKqcwdWK/aEqoGexIF/DEFA2MqUNP5rDOaImi1snTwWkSs3X5bNRBiisSq2Gnqcc0qV6ZCWZCUM+M8M8dEKhp86VulVMlaZdpYVs7h3EkJezGsjMc4oQs1yFAUcFPFs5pyaE4aAG6N0DnLnDKHw8z1zYEPX+3pXIcpgUefKCx5DtZiB5UTT608vDHKjgHFKQsq1ZWQimiKeim19k5mP85McWS3P7CfRqaoPn4xOkckeE0zzg4TAjhLDkElzI2l+IDgKNV6nKpxkZZU5iYGd+pAUD60aYDxMYuzaQ4oMW/NhZwyeZ5PKA+W+X1045zEy8GxanJlZBTQnB6xQHuOO20D/Ufwr3OOk3o2LSBalliNxowYoQYCQ3bqnmsAxbQxbu/6l0zzlXxMZkeLbTFWsN7igqdbDazWa7phhQ0qF6DrqKOYCqCoc8aga15RIJJLi0WU1oksKdMVNJoW+GpYhMmkrcX1vpZGxJ/c5yMTo+uV9b4atgUbgor+uaoKbgVbC1Qe641ri7mwnxOHeWacZuZxIs2JedJyLaVMhEE1sULoEOcZD3t2ux3PX3xI8B7z7BmxGFw3sN/fMscRM8ZaZmSGkklPn1Zl6KyxNc7ipOANXGzOmenZXazILhKmPT4I1mZybpmAAyVDGgtTEbY5EYY13aAaM9Za9TKIzvVW0bgVoP24OfCdtP+iAOUXf/EX+Xf/7t/xL//lv/w/9Tm/+qu/yq/8yq9809etg26Fos55XupPgAZZRonLJF1KsN+J3TELKFHmRF8TQd0ark1gjWvwZ4Vh6FhvOjqvdWkuLy8Aw5f+03PG/cT+RlUtpchx8VhKXi4j/eQk6mtNF6MeUyRB0tz4HI+RopqyqvnxSxozRcXhgHGKjDUGoJSsgUsmEFgRJDDQqdugFFKZSSSkL1gMq/UAnRBD1IlYVIlQsYlO8FK0jpFki/OWs8sNq81AKZnQeZwzzDLXtF+9vqOGxdsx3UclzJP72rRXTiw+g2BLzU7ynrOzgfFyQ3YHMJkuVI0DW33TVuiC+k/Phg3OGPbbK13sjcF34Dphu78l7m+4vd0yToXLC8OwCfTrNZvzS56880m6/Q39/oZ3nr1LCIFvPP9SrVd0xdlF5Mfef6b+4nnm6k1it0t8+NEVZYpYVzSYuWfJlvFBy6J364kwzEQTEcLpoFhu9vOXB+LuFmMzwVsuLiJ98GxWHZ1LPDmHvl9p+XYfsZLwNnOxsTy5vNQyCM7Su5k0xVr92oDt8DZyfuZYFUOWwOWjwNnG4OwIAmdrDRYsGKbZ4i2cbzqKdMxRXTTnwztYY/j0szWdg95DXDtiMqyHGe8zvh8584VHP/GEORZu9pnHmzWP1hsCEPJc3SHaMoYtTrPfkqrOHsEuGDvrPKhib7HkpQp3rJWMx+lATpFp3hFzUqPCWzoChU5jrS4vIA6Y4HBADp7iHSZ4IhqvMBuvgotJ05utm4GMmBkrZnELt0DtLDBnwZlSayI1K/x4fYJAgZJPIsCBcZpJeb/U3CmN3aib7JE9oTIDVEXU5YOrxXqMj7vD4nDn0DvNVmAhrZ9LU7mu8xEWoJKdAsboNZPQLeDE1LiXKgC4vIfF9QPUuKxjX2QTyQ5Kb1g9Puedz3ySi6fvMWwuKc7XvtU1q5RWr+eoubH0V2l6JKLG3hIUe7xga0BqFtPx3rRbpH9Ucwa7sC+VsZIqNplrdiiQa1ao6dYMF4+5LMLVmxv248zt+BFTmnHicMfqnADsp5k4F3a7kekwcnt9XWUHNAMSk/HjjDuMkISM4Ytf+gLb7Zb9YeTi4hFnj58yZvji117w/IOvcnNzzSc/8T5931Ny4vz8jOBsjXsSNueXDKsN6fYNbh5ZPXqHzjvsxQV2taX4l4xpJsme7f5AynsOh4gRR5oNc8xsp5loAsl4ut7ijNBJJBPZjbekJKRUVYOTApXvpf0XAyif+9zn+Kf/9J/yL/7Fv+DTn/708vz777/PPM9cXV3dYVFevHjB+++//7Gf9cu//Mt8/vOfXx7f3Nzwmc98Znm8RGDXQbRsfxXdHqlz7oqZnSB7ReB3B2uTELc1J7NgsA6w6urQOFsBo8gR0YJVbS6Ydg7Voq9fRGNRWvG25XxPd+2T8zxSr3ctrVKtRa1ySl3ANf0zxsw0aaG6IwsEplR5fONJotkORVQ4y4Q6mb2AU8DTFkOzqHtWO6t+nlCgilZZp4Fwzjdrur5/IYiO17qAlUaf2raQHa/ZGHWz3SWkW7+enI7Iwu6okmUTl9OPHYaOLgQ266DAhr4Gp2qgW+g7mAvZ5upZEYpESqkZDNbiQk/XDeQSWa3WdF3HejMwxsA+ZnzIdIPBZIvxnrDPuBmsF2wR+qAZYxarpRLmjEXdg5uzwLDyjE1t72OacyDe4IMjeEMXDF2A4AVQwbB+CARvcRVQF6/s1tCHqvXw/2fvT2Jty9K7XvQ3ilmttatTR0aR6SyMbS7XvhcMj9TrIEjJDXpkkw7ITWNZmAa4iYSEe6ZBghBC7lmWaCAaNMCynuFdHjz8TOUHOG2TGY6MjDjlLlcx5xzVa3xjzDnXPudERkamH5e4OSL22XuvvdYsxhzF//t/3/f/tKQX5+JuSkHSEBrF2XEtMuTA8crSNYpGS/ZDVWU1SOQYEiArT8IHsaCsWaGV4u5xhdVgVcRHLdVSK43Rcu8xwjpZRh+pa5/ZII3yIgVu7fy0U0qMObhY5OtT3nzn8T5l6aUsrJZByuilhk4/7EVIyg246AlBgglJuQSBVhibVWbrGkg4raeYMZ8Bis8zW0UBvVKYQGIbIsWlMQ/J7NWc5cKnST2zGhOreCuAMITAmPz09zJ/iwLoPPdSZo3JOk+l38r8nANBl7Do8Pd5XkEG9sVIy4zDHMOSC5kWwBIFoMQYxa2TVad1MQ4mBqX8rjIAKm6lW/edEhhDs17L12oteiqlUnHMDEgSt00q35cMCYWlkdcEUC0M+AxSytKv1WFfHKw1ZSvI1xthAkR+HAleRMsS4LVkH1Z1hbYVdbdidXLGyd0dLy72DHEnAaO32NHgIymJOJobvcSZjI7R5SKNOtEPI2q/h9ETEI+Cc06Ya2upq5qUYL/vub7Zcnl5zWq1pm1GqXuUEtcbycoaxoGzYWS9PmJ7fY7xo1Sl7jpquyLUiXW7pWsqmhrGMQcLJy3ZSE4RXCSODhdHhqghWKyRMai5NbbSkt377tv3HaCklPjZn/1Z/sk/+Sf8xm/8Bp///OcP/v4n/sSfoKoqfv3Xf52vfvWrAHz961/nvffe48tf/vIrj9k0DU3TvPJvQA6I0nh01ho5HGiHAHkWfirwYP6rLDpFIsXUYsGbxoLKgZ0qAV7UAp3H9+L+2FzuSBH2G0fwMceSZEXUlCixFweAhBwzMnk/oQTdTt4cpRZW4vJBJ5wPJOfxvsQvJIw2GF2x2fRcX+xJKQgtP4Sc8mUwtmLVrNika7wfcWokmIg9MkQFQ+qJSFn6sugIsptWqqlfEwIMRBzNCKDL/jMf/ITHyuJmMCj0tPj6nEI5L276sHZDur2ASG8RE8EF9n3PzXZHNL1of7QdWlmq7I4wRnNytGK1ajhZ1WJJHNekqAjOgJUUxk0T2LWe9dqxv9qx3Z6jjWK373EuokxDs0pUbcXJ2R3auuKzn3uD9alj/42AaQaCznE6QDSOoAZ0E2kqzcnJMVVl6ZoWPwqVe7ResWo73nr0CNveZROEp5gp+XkMvPGwoqFlfVRjjaYyGqNK/SUgKdpWwOFUFirmIGGrJYBOz/FVWpWF1xCwPLjbTQpAVgUMgcooqVxrKgqkDFHjgwSjojVZyooQZROpVabQYySH9GLyyB/GahJtSogr0AXF6DUxeHxQ/N51xSYnjoQQ2ez2FBdO3nklfoaIx5GSJ4Z9BsIS2+RTZD/0OO/Z7QWgEAap2eWcwJokVZyMjujKorQirFa4GOm9n4opRiUBfzFpUpKsLJ1SlrCXL11i1pC+j1FcZ8EzqbhODpls3Uu2Ui4B4Dx28biHYWSXdjNAyUBjruic46sSU3+WzXRyo04xWOXfBUS5tWEIG3UIGoprpjAmwAQuimbIqOZ6TmXuGmMmNkUAilp85vBnncW8QIy/fdQcd8e88UNf4t5n3uH4zn2iqhiDz6xIzHF78qzLxmdScXMxIw9VlqsF4CUDHBbAcbFRTMvalPSTQc5ivfMh4MaB66srht2eNAZxiVlD1bac3LuDtTXN6R3e+eEf4f5n3mYbOnj6nCdPnkqQPPNpx34kDnt2NzuGvud6s8E5xzh6WS+tZTt69NWNVE5Rct1d22Kt5fj4mK5rISW2mw2Xl1c8e37OvvdUlaVuDKenx7THKy7Oz/ng2+/z5qP73D09YfviKdE5zs4e8eDBG/zf3/kxjkzNKgW23XNu6gTdyGgHvBsIUTFESwoJHQKx9wy9w29y3H4KVMpgbE0iomPMtTAygP8E7fsOUH7mZ36GX/mVX+Gf/tN/yvHx8RRXcnp6Std1nJ6e8tM//dP8/M//PHfv3uXk5ISf/dmf5ctf/vInC5AFocxHT/RxnocLSzwtX1j8ODsVCjhZ+HMTxCAlmJITtc2JOiQyeE8aCg2aUFHiW/yQStB4IXAmK2Y+6cLZkS3aW5d28Ptswdz6my6KkkzgIYbEMEb2+5Htbs/xcU3dWEL0OYffE00EC9EnvI6SfZataVDYnAqbTJwWIIm5WaQGZrMklqvMFzjRqTBlUS1TiFXSEhhYFtblArIM7Fv0wO0+KShdAhEROWatUEkToyVEgw5mqsWx3wsT4scRUesXwTDvtAhAVY5x1Dhf1i9hNowWITEBYVDXtSzAOUDQxx0ubhnjgHMDeutlY4qK3eDpfcyVnYUBKyqLPgpwdT7QO4cTLpQS1zT5txdjYN0o1lrRSokfrCGXutdTPY6qEoZvsqXL60YAidESl4VSc56QStgkG0nM59VJfOUmS5obI2NUpYRRwqrIAeIEUJKVpcRkdjBFPWW2lbgDayU1f9pU8/3qUmzSTETaNMSs1pPlSg7aFHn8yBgHQnQEt6fEBfjs9tyPAlD6oRfGJIhP3weXXSbFRJG5S4qMeVyFyeqf++QgGHVB9Re+dn5PYTzUpBEUKIBiHt8HYOMWg+K9Z/DDDDYWn5nOnWdFDAv//pI5Kexl3pRnoMLMKKf5OMUFU4IZS6bOkjUpfaJzLZ4wsSJqAicxu4SkC9UBs3IATpSiinFyeFhruXv/AXfv3+f0zj3qrstyAlKja8mYyD1lVZO8uCrIasalF+dnVG5VTXTSLF3wCnN2MhLT8vVU9FSkFlFdWVRTi4heSoScvWh0mgBr1bSA5uGj+xij2O9u0E11SJQnCeYtc0IbjY4GpeZsvfLkCouorWTk2KpitepYr6Wad1EANlbSuUMIBC9GoPeevu+5udlwXlV459lf3RCcZ7OXGkVPPnxM21qadsXx8T3u3++pdg2j63FjILhEpSJ970huj1O9rH0+4RN4DD4mfJR1OeYA2ddmQn2M9n0HKH//7/99AP7Mn/kzB6//8i//Mn/pL/0lAH7pl34JrTVf/epXD4TaPmmL3jNu+ywFzYHV/fpuSYu/vWxRpJRILpA8kBNyyh+TT4zBsw3ZXhYTEpAiduKDPfQ1vsyeHAxTmfwHVvMMTmSSl4j4+Q3GWJEol9/QumK369ltdlxd7bi4uuLegzc5OurEDx81gx5o65pUy8bukhe/r5rjQ2pTo5SoVZYCWgWg6MV9lQyBpHJapaI4hQAOraaS0p0rvU4L7kG/p2kSTgvIYTJLXoggoInJEDIgIEkgcYgVeEMMCkVAZVE1bURJMRExqhKA4rNGQGWo7QqjWrxXgKGpLHVlIFdcRkO36livKmKu1Lntn7Hpn3Ljbwhjz6VziNCa5ebG0feewcmm5UZxtzkXJsDifY/pPWfHezoG6GRDSCpORe5KO+00d2stGQ46Yq2estSsMVijUXnwx9xROscI2BKnmJJI8Ss19SU5GLsm5XpMCEqbitBBbTP7lyJJR0xMSBVqAfAKKXJJASdJNuiQzylZGwlTC/qKft4wdAqYGBBSRrMc4lop2srgy1zM6p0xBXwK7NwWH0bGYZOF+xIuSAxKP4644Bn9IHEUacxWg9yvgAoBagEZ533eyKMWZKZVmZswqbEWFifO2S0FX6TcJ6Ucg7jdF/ELC2AypdmTSGERGIxQ+LtBHyzsKaaJfYHCDGSjabqAcp4l01LAyssgqRgIs5EwmVP5HBptLCZX0S1/Keyb0YfMyVQzSCUKTBYV4MKsHFbYNilMAKVuGj7zpS9x/9F9Hr39WTAGF4OMkWzQqQK2FgBrunJVnlexTA/7HZgYlwKYp6FW5toBc5JNo+Ifyl9GK7CG4/WK0DQiXZBE+l8ZhTZpMp6aLDD4pS9+jkf3z9hfP2ekOjDKYgxSYyffk60r0Arnc+yP0ahchkLAOVTGYqyhzQb/3bt3uby85Pr6CqUUbdPmsZFE/8h7qS6877m6usaNjhcXDW4YCM4zbh5z7+ycR3ff4M233+SP/OgP8+DRD9Gc3udy8wH9eIPvt/jBcdVsuLm6gd0e1A0pbjjfJ/YONhzh0IwekpfSICVj6/80AOXjXEjbtnzta1/ja1/72vfpnFo2BqVRehG9XjZdNQ9aFhNSxt7CMqIgajLIiVNgqAKKe9yT99nsa0WBspm9ibLwKW3y0qRmCydDifksZYMuqpKHACSpzEJoGagH5iWJcXAE7Rl70ZOIQbPZ7Lm8uMEFT7tq8lfNdjNA8vgkxQJ3YcfAgDcenxmUSaUlL8Y6ldoh83XPNOqCd0oZ7hWrc8GOFKspFt2HzC7FbAmXZ1FcOlIgLLuDzC10kluRUDAVrDvLyVFFqiRiPqUcnKyUWCGI4JFKMYNAS8oiY7oSjYCoYPQRFQe2+w273UDXSIVbSLIhhoGbmx27bcANI87t2fRXDH6XA3mNZDHoCq1r2q7G2IjRlYisJVG1jcGJIJaXKs5GGYb7jqoJBwvuS2M8KoKXjU9rRdJasszS/FVSkwvwU5CL6ZkyoCFmOX2dN+jCeOXgain3nksLFNdFMtNcmc6Vx8ZSiKw87xJ8WOTFM7EwlZKXjUAKQ05fscRTzetHiEEqo8Ygcva9IzrPLoyMMXDjtvjocMNenlFOZwxpUYgwBFIS7SMBS2EyFab7yxtZTKUQvZr0TErQms4xagdMBEDSxVafXif7F1LK2hpptiIP0njzJqpvx6DEgHPuEMCnNOtyLN4/vScDyilgdCHvLuU5Z7n7WSAt5aUplR55aQ3SKuCXn1EShyTxXTJ+TLbol+BDZfdPCCGLhS1cQEo+H02csumttTx8cJ/j02MR9kqeFBQ6Ltg+Mtwr683y2hdsT8Z9JOJkbE7YJS2A5u3bnXFK/lUxvzVNhQPlK8cw2cLISJHMGIKMbUTniCilL5q24fjkmH3Qh7J8+Vp1joVquzbrhujyp5wNpCVcIErMnzaGtm2n0IcQPPu9MIm2qkT3RBua1tB13cRmWSOcpw+JpGqUrTCtZkiJ/+/v/y4bP3L04D7V8YrjB2+Suop22OI2l7h+TxgeoxDNqHVtuL9ueOhX7EPFN144NkNkGyTpYshehU8KTuBTUotHRp5FkS1PXfyvmarVeqI+MyXBNCFL8J0qqFotjhrzAhLQQK1KhIEmKEUyEpuhNFnLIhFHSa2VGgjF8pxsDyaQkunVVFCNKrLjMPH8YgaLf9holDpkZcbRoZVjtx3xLjEMkZvrHefnV7R1RbtuaNc1TVdxc51rCKeAi46d3zMw4IwnakmpnuLrCx0aFzLdalrWp4ksGg8lCDfKtapFyjMwW+s5+C5CCguKO1svRYQrhDAFf6UFBT0/E7GkjAZVKdadpT+qSVaC1ZyLE+NTouClDlPE2iYzFKLua22Tn0DEjYE4evb9jl3fc+JX+CjZFSlFvB/ZDxvcuM1Banu2+2vGsEdZDcFI7JGq0KahaSX1XCsjVkq/JXipI+N9yJogEYVmGB1dKNbx8mtuMShiobC1IlkBGgkZKlExx02EYgGKVSciWTkqNpADj4s7bhH8PK3MOoOQMhZ1fkfMAEWcbAIy0oRSlUoYIyrBKWewEWQwzfQ6M5CPuXp1UIQgdYSWa1mMgX7YMgbHbugJ/UgcPVs3MEbPjdvjo8e7PqcW+3Jo6SMKfxGZ/a4xs3AiQVCYypQkSLP05zTyUtnE5rGY8tg/HJnL55XfVzLHM4tUxvghg8JLTOKy4Nr0HOWNWZU1LBiShdWfktSDSmmi12MUBlAAg8xHa+00L8s1FXdbGUOyXmrEHMvnXxgOM6urMaFk+sxy8cZk0ODz60ZKcRQmxWhFbOc+s9Zw795dmlUjqqhBpA9sLMyHAMryidmwTEwCmAu6tQCTAsJml87UYYeDjXntn2K4WMpMcCAiWORdVK53opPUJos+ktDEZMXNGRXGGpq2YX28RjnYLu5jeQ/GJJRpMSGSkp6SIIqrR8ccv5LBYNu21LUI1nkf2O9FyLOylrpuMMawWjV0bYNCWGxrLCkpfEBKj2iFaaUG2de/+Q2CtbzxhS/ymZNTTu++QaobmmHPaFaM9Q1uf4NKG4YdVJ2lGhucucMQV1yMz0kM+F6iz4YYFuTT/0kYlP8RTdcr7PEboviac69TSllZUDIZUpTJq0o6mCobZg4wjSHHnswbhM6WR6ugVnBm5ZWbCCOaHoWuJMun7sTVsjnfEqMsX2KVlZoZ4h5RqlifZRZEyD5WRUJnCX5j25wqW1L8lFTDPGhiqfZ9L5veGGk6zZtv32e9XtG1DeujSpQNmwqtKmxXk2pFrwb60NOHHcoYVFRoYwWkJAlEVDFO1kMiZAaCGUxlqjtl64IkxfJCKdSXrepZDGlmUCZNhfx3XUBkbjFrKryqqRTpWsvKrqh/5Ifo+8AYdvjg2e2lhsUYxHIUrQop4iaHV2hVySR1SWJEfMTtE+NedkhjAJMwlWJ1coRtLPthy5PH7/Hs6bc4PjrFVprzm3N2wyWbXZ+j5SPOjSiiSHtHCd5WxmKrFm0CaEud5sqfSina1YqqabAm0+bT0jg3FxN9iFhlpBJxEIEqiyEgP09uNEoWVe7rlMd7ytLjC/yj9YQ2F2csVL0sjG6OV85s5bzwxzxevBN3T1WVZ6YhGXLZMGGqCouQJNgnRBlngYTPi+ZyHRvGnicfvMsYPX1wKB9RPjLmQNhdHCV4PNdYktTx/OGkFjHdSTbeDJyW0GIJRKaMmQLgZLBNc+0VI3FxBDVb9KkYKXM/i5Pl8Kv8F2896+AdfsyMUkzEKOUzYpAOkgrq+fqLdR/9BF7ma5LjmuziSzlw2Y39fK0UNlmQmtbFoSKsyaTOqhQpSdB7kJA8jF4wnQu2tGT5QAmWVVPwvLAo4pqONpShRkrgXUCPDrUfSblAa5xkGgpYWCINMoCcMgoOvi9jeOYnVsb78jOH/T+DoMNzzazN4l3ZrZey3zKVd6YMwBMQAy4GkrEc0idM6V4FHKYkmlVN10qKbvDiplmk0KdxxBjD6ckJdV2z2WzY7/c456YsKud8Fi2scM5xdXXJODradsVqfUzbdVjbolBstzeMQ8/15QXPzs/5d7/5/+FzV1e8fXXNvQcPabszzElD0/XYytJdn5KsJ21uSJsND87eompOcPUJTy+2/PbvvMv1BnbbATIz+UnbpwKgKF1h6qM8SSX1i5gy5Zj9pzFCCBmcZFVXBSl4sUxUjpAsuiKqROpHaq1otOKoMnhkswCFR2Nqja4UzUq8yOZGdEsUkhqpopnAkDG5BHYq1LkIWhHEP65SyKi2wtTrSVoacj0NU92+cwSkZMuMSFNXrFZrjo7WtF1DZQLEgDVSp8dYAwY8Hp8cIXmJKdByXVFN5kOmklMhew4mtdY5uyjOS20JM5/o8hIwV5SOkppihEoxwKU/9vbvrzByKAuDNYqmtpjTI47Wd9g7i/eOuva4EOmdZC1FAgFHTEEKIKas5xgklZiQ42yibLIUa89qTG2omhplFM733GyueP7iqfh/VUM/9FMwZrGu0mTBygLX1o0s2Nqi0BipTIBJsmEohNo1U5n0whIdtpASPltyGnKNH+lPAYgSIKthyqKKGZDFlEeKyuvh3I2yeKh5yy7WZgE6UMKr0mLhnhfvfEkSrKlAhVxiIDMvKslGp1A5JTRv3hkslarbIX8tH7cPnuubHWOKDNFjopRzEmFBiZ8q2WYpb2aowoqUzWUO8i5W+DSMFptcGWwHPV+OM1EYspmpPJYP/J3LMTs9QbXY3BZf6Xb1ncMWY8D7OLnJfPblB+/KCSjxL4UZDjklPgQvd1sMAMBkiz1mwON9KWha3HJ6euapgNzyeZ1kzTR6outl3AJFWyNmBkOL3PxSPTZZOx27fFkbSdEcMBKkUrclor1UwI3I/U+aVimnbqv5+IXdSreBxoxUb1nv5fm9DFAmzHZ4pIPxlA6OV+BlEtfL9Nk4Xa8kS8RZRPNVODefRC3Gm7XCnEdSBuHZxURmyWKUSsxa0/c94yiqrbOLVVxOKTOL+73UA7NVRde1rNdHNE2XDWmfQbxhv+/58MMPaY6PqdqO1fqMullj6yOMrdHqPqjAdv8Alyyjh259RNeteXAnkNC0Tc2+dxTV4e+lfSoAirY1tjuZovxDCDm+QRYQo7VM9uAp9qkqbh6dAUqQyrspStxCRHK/FQGrFY1SnGiDQ7FHIv2NtugaYVGaDqU0dqXRPoIXbZGYRO/iQOp+Mu0MKToY93L+4NG2Q1cN1eouyth5jVMJXa8Wd62o6grbaR5WdmIsrBUFVGPFb6lTIgVomyM04v8N0TO4Hp/Fc7S2aKVlgyZNGxzM1nJJcS60sk5i+kgPz9oGIJaVJk2LncmFBVOK6MkHbfLSIAtuzCyKraqJUgUBScshrpXCGo3znhu35YMPP+D6+huEtCepiDW1BPZVLSGBlLUIhOTE2kkJNwx5Y5V6SooaPwT220BTH1OdJt7+3NvcufeQ7nhFJPL8xVP6YYMxiaqxVG3F4B2DcxjboPICmxDpb3KfeElFYBw8IcoCPAldBbEOBx9oc+VbqxIqvsygjCHSx0ClJFVbW4VJAmhSASBkJeS8QSQSIYnI2bTP6gKS5wW5xAsUA1GAaUkSZv6syhZ/XowTSDVYND6LZjk/iJVsTRZMTCTv8+aSwVsU5qr35XcErKvD1TsEz/XugjElHJFaGSo1p1H7zFrFMkZSyQzKcwyVRbdSlpM/BH5zn2UJuIw3pjiK+U3CJmhEt0Vl5knNW2OJ1ipxOSm7lhUSG6cVpDCfPTvJZKzfigQfh5791k8xOSkUailMD63skYUtnublIso45WD0fhQGZvrQBNKm0FnKzjlL1Av35QrbvJjfBcCIB0odHHIOmrU5iy9NriByvyYnDGNxRZYr8DFiQpoyweQ+TblUGUNxoWh7a7ws222io4DTg3k1AY3lcV7eUA+ceWnxPTGNs5c+tphgKgVUCmgVX0q3VVp0gGotQnS6PM8ga6yxFu0syhhCjtuzxqK05ur6hhgjm+2Gvu8JMU0ZeN4HVIjsdj3GaGytCSFibEURy7t7dkJlK8b9FrznqGllnHvP4298kxcffMj1+RX3Hj7k81/6I6xWHcdn71C3dzD1KR+qd3mx+QYXH2yI4zn9CLs+0K1PGIKhuu5RzqOcuz21P3b7VAAUmVBGFjkdUVmvYKp7kSeKSiXkU8CBfFZP5qUiZ1DI9orI0OdUWRQ2D2+j1FT3AaVy9oNEWitTSdqizi6bJMBElxgAxLLMfhsgScXfOO0g8mUMGDsxPUol0Pb2baO0VBWVTT5O/uGUI+ljnkQai8IIEifi8FmITYkOT/ZjAtMkKvSx/FssTGmT9TNZ3PmWYBJ7ykmncr8pLYBZsUYO5/tkyadir79qEZrdSy5EbrYD51c7QtyDSjQ1GJOom2qiSEWITuSzIeGGwhQYWQCjyQJEiqZeoSrN+mhNt+py4G2xTNNEWaNUllUXy0OxDAouC/7iXpXEiywzomLeFUs/l6zC2+Ak3/aio5m/z+a9HHeSGV9YL6r06bwUp+W/Sb20gCz99kyPTuXnXebHQhtDyWwp2QhlQ1Hk2I44BxkWgDJ5VKd7mO9FrkFqAXkiDskq07lOUYbNkw3L4Sfl92mAZbZg0RcvtQMre7aWp+6eergcXw4093MGeGnx9MpmnwGhTsJiKC1AUuU16nbfxxDw3h0wFpT1aOFem2NZ8t9VAXqL+ZogejG+yj1ORVTLs1rcdXFvoYsY3y2AksGaWoy/A9IzVyxGCVjTsQRwmwn8JWIGT0UhJ993msONyz2WNfs2rpieQz75gQDnq56pms+kOPzhVR4IteiV6f3ljWl6DMwQdzGwFuNOpcK4pCl1++A8WuWifrlivSIzbLKPKa2wMRJjdoslO2VL9f1AjHNcWxmpKc2xgd5LgD6azMgpQohZa2WUOZbjnZYieuPQM44D58+fEkncuXuf4I5pzCkharRe40LFpod+M+L6Pd7DMIqLPSVZK2NYgP1P0D4VAEWVxScPb43K2Qtq1pRQk5mZ35knbPJIMGWmnw96Uh3mzifIHvVpkIbMT/sYEHd+AR8hM8B2Zk4y1U0BN1qsopQBRURUBVVmbrSy6KpsekZAy9QSPo2IIqZkDHkfGJ0npgFtxQ3T0KKDJo0VKcHgB5we6c1eyn8r8CqhCAzjCIA1FcVSnutqLBe3NIvDlUVPCXAzGqqqWaQUkjNESryJWEpzrQFF8VNO1m+Ux2WsCGMcBC4rcZUFL1/PrzzvPx3YbnfEEGl0kAqdxhG9xztPVRtsBh22qgQwoYRmDgnvIvsrj+8jD+8fs+oa7t0/olmtGcOI0Za6rmialrbtAIX3ER8UIWqkspngTWOEbQtRLHtrayTmqJKFYN9P61cocTFKFqLKyIRUPr20atZVRWekwrLRmsqKS8jkRV+oc5MDjMV9Vup+FFAQCzUPaDVb4dMmPBnyJVsoP7+8CZWsqmVcUdF8CFbivHwoQZVK3FIxIfW5Z4ASpvRRLeM+SfVbrdTB9CvB1kFFnMqVgrPbCCDlFPeD3OTF/CCzGbKRZVdkYh5n5Z0le+hVVvkS1c2jkKLjUlgBrWTlKWnMoFDaYLTFmBptckyJVqgYUAV8pIDyhwxK8CN+2B+yFrO/YOoXCd4WdqTYWym7habA24S4qlOukL6gFrIJICBKL/o+s55y43oyHKaA94KkjZ7mY5nfMQVUVIToUUrqWimlpzG5lB2IsaVsQeKmFDdsjCGvhYtrzGvxlPr9EtzIQGFhVB08sfJ806z0PR9JQK6ejjfDpJKSPL2W0vT6fBVpQkjlePN7JHhcK6gri0+UuGN5j7WYtp4/a4S19npmG0EkJUDjvWfMc+zF+fmCSZL3yF4wa8SMLqBDJGbQEmPAX99ws9nw/OISBbj9nhSlFIe1Fl1JRmJIgW+9+00+eP/bnD99zsnpCT/8pS9Q1xWVNXzw7Wd8/ffeRxJNAleXNwz9yOX1hhASXSVZWNEvjJ3vsn0qAEqZQCX8raDQ8pDS9Lv4v4FpIKcUIEYJCC3ha3P4ff6WiEoswaDyw85WWRmbQrbItlMstqVdN1mgSnEgdqbFFaO0yRk7ehpw8n+Jl5GCg7dbIhGyEM92u8+WlaJpKmxlpMy3V7hrSfnCgNeOwexRVtC7zlqfxYdZ13JfMcUcfa8nTFUm6kGapMo+d3W4ry6zcFSmecvCM/v2i2262Acy7S9ddMviKPgONd0rSRGVwStxZ2gVsNERfcA7h0sRGwzKBmzQEriKgqSJISFue4OpFLpRqBr2fiA6SxNddlk0efIb0BatLU11Ihu/GmRxDZ45pZRsyYo/WoqgzaZEQjbYqHIaaApoNRcTuz2htZwZSwaD5fuUTSFaKNboieXRizE6pSRPS2pe9PPJJIB7wouAuOpQTG628rhURjNLy0glARsl00whNUzElRqkVonO80Ib+e4ziNA6i6jdAgj5hIkyh1lwmotxpg7HznJ/Ksebtows3S5Lw6H1v7CBD4+fx/k8UvMbyzyde+fgd5WDQrUxU8fFop/CPE4mRuPgHnIcQz7/9FoBKNmNnTKDUq6xvDfFsv7N4mbyvrk3SgwKKIi5LzKDMiWqZ7pCHvlCy6iMbaWgpPAXkFlcO0rKACitxZ3JDFCiUqR0Sx1c5/Us+gnQlro4BT3PoDrDgIWbaVrvZ3pjerIZM05aKIt8nzxklpBkNhDkc9kgLccv7138XPp2TgiYfy7JG5U12MghQFES8ybZcOng9XIFSit00lgriuZlf5vWzlvfZ2aypLMryTLNx49JBCxVdLLOx5gBnH55vsVAdCNXVxc4N9C1FXVlaZqa3X6XVd4rjNY4J2NW3WyBOc395cjgj98+HQCltDzqSsBoWTcm62NSgi1WU5S4lMXkp0xqUkbbiaQl+n1ICZ80PkEoO2V21asczJXimFMsy6ZdrM4i4KaFPgVk8Fm0mRF0iQeRgEmFVhbK1nQrzVgW2sR+37Pb7Xn8+GlmWywnJ8d0qxa/9YQhcP14IylwOhFNwFdOYlhqW7qFuqpyatp6GuzGSjyBNmWTlfspEvWyuS0FmIp7pyysTBH81oqiLXFOSywbxKQvkDM7Jln/V0BvY+QpqpiwOXVOtR0pBPa7EZUCNo456t2hnUJ5zags1gRqA1pZrLYZzWpUDU2jSZ1ntIFnmxtaP9Cd7jA5bU+ZGh8tWjdUVced9efo7IbBX+F8Tx+ucWHAhV6iYLWIwynEz2xSIqlMxSpN1FLDKaUB0iAS8yrOjNvynlPEpkCV4WSlBBgaraT6tDVUlZ0EswqYJLsIyuYSsqtl+Zx0LrxYKOiyKVojY3YcRxGWC17uhZydodUc22Blo0tpBj0xieT7qD0hplzHR64rhMDYj/kRZ2XecBhDQWYhQBiYQAkins+RVDY8MpifJtIEsgqi0lkEMI/L7Lo7CKCc0NeiFX9Cml1Skzjj4jpvb4jkjUcbK0GhmfWQew0oXRjIiHa3RB0nQTk5Scxr1OQuSAnv3ZRGLKyUO7gGYShyKnOambMliFlefczPoczjCSAtaseUsVVe8jmGJBRWRM+ArOj0xJgBSVgYXoVtiR2wCPw3iqQizo8zSEhF/mBCxtMmervNGiW3N8Tlw4qTzP2rjHphgTKQm9AQvOqEBUAUN1xJDpCPKIrrLebKvqumJiqFGtR0aMlUtEjJhoXqahlzpAnE1I24e5Q3B6npy/R1ebRxYthgjgsqWaHzuC9fatqbksrZdqhJdyumwItnT3gBPP7wParK5mK5HY8e3ePBgwd0XUfd/HcuLi643tzQ7yO7weXaV/EVz+TjtU8HQCnz7XV72sHgyoFSSgE57aEsBjnQb7IKJ2UQObgyJluGWcVzcfgUMlWdx9bS0Jp/zsdhkeqY3zBbPkEuxY95EMtmpoyFW1VPCyMjY0nTNFK1t2k62ramspYgsnI0qxqFomkbqBLUCVtnv+YUqiMDuaryopFS1mBR0/pgioZCU08drVUuFpiZLJM3FR98vvyy0GZ/+TQJcyoocwxDsepKltABJZOfrVZQ2QpTrzha3eHs+CGNkcyONLj5Kee0ywKEmrqT0gB5m7e6kbETIQTJ9KlrScuMJKp6JQstUgtJGYOtW5IS94XVK2orz87qVgLOfM/o99QtGMtEnasgQWpnXS8A1FhcEB/yGw/e4vjoIbvKouJCK2fR2qbmqG6xlQQfVrXNAliKqqrky9ochJyf12RRFguXWcq8xBhkJsBoMynTlqaNME2VkUUw+KI3wWxp6zyyy+YwBT4KZS7y84HoQxbPUxirUCoSp9VHaPByjcsmontkoF9YszIYFnMtZYs+B4bqAmOmA84bUiIHZSummajKupD/PhnJ07GLbT0zJGnxlKa5ykTsI+4RiVEiRQmuzUyTzgHoJejz4J6TuMEyUpwX+Cx8FWPIKcizwaWWHQESoJ9ZkwmsIn0TS5JzTuFVC5YkqlJDx2aWZKktYnL8wcwGlVZYkbLRlQ3R5Ppc4n7IsXuZFT5I/1VMLGMib7ChAMq8Bio11ZJadtmUHr4QqyvXdPu95emUrJtURkAhatTsvpzubzlwpl8XrM00/pnvaTpOWfNfNavzmovEECql8MGL6GYWHYyL4xY256OyHwubJluDPlzTVT6Hlwr3c5/MzEtMCR8j85XLKC9ZRbaScgZX15fE6FEq8vjxY7TWnJ+/YLvdZZE4iXEZnX9ZdPC7aJ8KgFImW7EOlmloheoS/6U6sIAUkr5b0n1TLA8606LL1UelSYhMZ3ZDpNhkkY9BIqiZAIpiyiQoE+DW6FTFQskLkSxCmd50g6RKF5AQNCqMtw4wMxbGaLq2pW1XHB+fIBLkiV7tgES7bqiqirOzU0ylsZ0UltPGcLsIodxy6VNJ+Sv/VVUt2TbZp1w+kmLM5cmZrMUpCSRPVgnkyn1ZNhQArdHWymKcMhVcQM1tgEKSehfWouoVJ+t7jMMNZ2sBmybTlpNTIj9PVJLFEiniptBY3ZCS6JWMbsB7BzrHJEWDtR1oQ1QKnxLKWOp2RULnCr5HkCTGBOXRds3gdoxuy+rI0rR6Th32Ep8QY8AaS11V+OhIKvHWo3eo20c8Hi3RFdB5OFhWTc1x1wrToRW2ykBRS42gOoMUvWAp5uFbcjVmJsVkdmReg0uNlYUiaH4GKUqafnAlW0yCr1NKEvybcomCyPS6jCMBdzoGknfysxZrUCmoq5QXxZhjOA6niFDMKSsqqwlMFp0hYaTVFCcmZEGa598EpBZbd5lui6/JQTwt8mlyC+dD5Pm5NFdmraMyRA8YFlSue5RAmXkYGi2uvKwnk0gvxdCUOiqzRHjKOigSzBhKEU7moaLMvHGW+RdzWvcycyTl+4vZypZ4mMPNQyz2HDig9ATiQsnQWQTZzjdf8G4+VwYoVVWhjSZlyfukDQqDUuZAEZc85+UYYqhJH+RTTIG5OSYmjwdgvtdbqqWvyvbJ/CAx+InhLQbespNeZtde9aOirDTA4fsn1DwzX68i6HSWwZAuKyxfmMEJWcoh98FtgJKSZD8eKginaQ7bLGFQjM5Eds/fAigC2uWf4EXzarKPlaJpGrTRWKvZ70euri5JKaB0Yr9/xjg6drueEMJU3mAcR5zzWZPl/8IARYQUis8rIYRlyjoQaZ5IRSeB/FCmnwstuEQRerGwBUKC3gei0lk6nNkCjRBckNqmPuTAvPzpxSHnMLSymMrGnkKuVzC5pgLK3aCCxo9Q3jz2a+Bz020LULCsVitJLdYVVVXTNs1kGdk7shCIPoGmqmuRVc7S8DIvFwtzWQyLbDgzkEMpKc4WwXumyULOyKi0lbTT3K9FDdY7nyennE9UPBcicCESkp+meoqlyF6EmMsYLPpORU9bd3SrR/yRL/7f+OzbP0YoAZxZL8CHNGlruCiqlCGPjBBlIY1JU+RxtJcUYJQHlUjRoLDszTEDhq2rGM2IW42ESkBCOJKYE5Mc2iTqKrHCoZKjadQsvKagUpKeajVURlNbjdKyMd85fgSsefG4ZkxLwcC5jX5gP25RTjaJOlTTHuydZbSWJhczLL5+rctCG6bvulScLmn2qoDuHGu0jLzXBXAyLbRlLOrJUtQSO5CFySIZRIQkzzRGiCPk+JygEh4ys7JgXpIUGZv1KeRZh5gktgWmrJyUqXC0znZD2XYWIEMJRA+FZUhxsZXkMAo17U8TgyJrdAEm5f0vWxclHkGegUIVaXvAyxZMTCY/xqKtFFE6HzsnthHVYl2QJkJtw0EKcUoJQq6WPa1VwKL/pjmcWZZy6SnfZMz9HWMu4pbTl1VmWQ4t6SzMqGehNqKU1EjZbS1Lx9Ktq6Y6PQFhh4ahn95jtMbaCmtrCcRfPmuFGE6V6DVFUxFslCzIwqDABOZmAWQxomTdypilGIZ6ueJKK2FgxTU5Mx7zlDuEc0zL+ARICquRR8/BTE3zucjxF8k7YvCM4/ASQJlcbhRDbmbQSrab3FJ2GaWyjmoR5ZuuYwZky/GwVCwu26G8Nne8n8BaZk6UEiCdSxMoBePoc2xbBUkqnO92PfvdwG63Y3SOkDWlvI8Mw5hBmZ4Ayydpnw6AAjMAiXEu2gXFZGAZ+DRb1uXnYkcVJFHQ+cyCJGTTizpKWnBZuXPqbPQy2Sbp74JPJppxPl/ZmJdIfbbCMsKPo4hwZVGeFBzB9Qe3XFwhYjkbUlRYY0XKOtO39aoSF4xZ6JYUKj93Qxk7cYnjJos108RZx8DnwlbzbJ7fp6ycYGkRpJhw0U0bJlMW1PJ5FAVMOd7EwAAppMVkkiehU6SyFW3bUtWfIyWHjxLzgBcAMoacQRJhCAEXI2OMWfBM3EkuZnn1ANYr6W8l6cTCGihGn1kDl9mkKkptEkBnL5dRoiZsa4XVidpErAajRJVWK6gNWK1oK01loDEKaxPGKNbVihAMCo9KXgDh4bInNWey20/cMGVTSYSgCdZAytZLDgI2Zo7cL99NZbImhfSm0TI+Uo6N0jk1XCmFKoxiBgaqzKUYp+uT9+rJFRIUU4p7SjG7KjwKCRREJVnI8gZWFmSx6g9pfxkima4ve1nKm0tMqCBzVuyFQqmrac6hJLB9MlIKjCnI7lYTEDQv5mXKzpvK4dYlLjTpnwV8zqH2ipR0drPI+eY9Ic22y8T0ML0hhkDIMSYzQBEXz7SKTJtRCZDNtaxKFk+IB0rU4sHOlnkoGSIhW/dxel85vuiKZaE9LRb5vPlmN3gBJ7pE0M+1eMrmX+Z1SilXO5Y+EyG/+VkrJUDTaInb0UrmjUZTsu7mNXUJHstaL5xWqRV1yJzMz3TKCSzM1ALYlZfLx+aMIfK4mtfrqS7PK8Er04ZPfnYqvezKK28+HPPznCgSmOTxvAQyy88eeg44uPdlbEq5j2XygjyjNK8TCMg20YiqhZKyBN6LQWmtiCsqZRiHQQpb7nY454QVS+CdpDGnDKYKW/tJ2qcCoJQhUsbsshDswUCJC8tjkvjO6caTRPS8cZYIZBFck40tJVn0YnEBJalvXyJSrJZaB6UOEMuJcvsZKcRCqYQ+I1XTYNRWYkbEIhKK3Nj1wcedc4TeMQ4e7wNDP1DZmqYJWCVbjTWGqMAnQcnOOQlY1TafKi0EtESWX/yVkz0FZHoyF+NLsWwEUydDSng3EvBCB2o9lRZougbZ9BPBj4yDn0CczVVSp6BbORsJRKHVK1LqKBHQtTXcO2oIIbC9Gdnv9ozjyC4kfIS9kyDbwYNP4DLbE6KE8KTseYpk9dL8PcayuIUZzKbZj5xK7nN5jIvNyyqDVolKixWuiRikNLu1AsxMlTAKap2oNFQGagvWwIkR6fH+RqzU1sDuwOBIjG5gH7c4L3oFPoxyrhimOieubbBWgn+N1lR1BSmKSyDXYgFN1GqyoiTrRjb6ylpR51V6CoaG2bImZ/OkNNuNB7VbSDlQXFixFMR9UKuAtZBMmT+Sgh2D0PKCjCOTXs7ivmOIJUv9YD5NAX/T8JsNAwWTe2ryERSAopZHX4AGDn+5DU4KY1JOUzbEybJOTOMlRhlvPiZ0KIAsgirl50tdHsmyUDEdnDsFT/QDxeSdApGz+1dcT9kwoIA9fwDsSWnqI58lFWK++Hl8pwxeZyu7CLXJMTLoyKhA68ONXy06qbi+TVasVrYW5epsrJSN0rmR4D3D0B/O+QTeZQMkyFgoRfcUc3YJOfA00yAZnOS5OdUW0Iv3TE9P7m/BPC2+vQJiQMllWl5jATXlc3HxfnlPmSOZcUSAdIoKYYJvGR7ek/wwfTaEcFA0s6iPK2VmBiyLkY5O1GN98CIvYIy4fpmBq8SbiFtHnoedGI00zcPM+qv5vMpIckRK4H2UytIk+v1ASgEh34RRsbZFgp1FEHUcelKRcqCwTZ+sfSoACkxGCdNymhbDcrkSTVSFCGYV1Uy1sLIWeHz68PSushiq5WpVmJYZqEwOx9uTedHS5EuVAShEjgSR6Wyeq5RARyJGAtcWLeZNwHlH8OKb1tpMOgIgCpZKa8jZGyEEocyTEitEiXWeMqWoVYkRyIGrWT9BRQ0qB6/FJEGWZBCXJ2yIAYWICoGcS5skAnN5cocQcN5nqlURcw2eqTCayvyBKr7lw36zWrFuLP2Q2I8QfJK6JSHio0ymkN02ISEp4QGh0jMy0aSDsaITi6e94C7KQMoxOGoeZPO4Q2FKRk0q2V8cVGAlu8ekqF8SBkYnVIBoFIP2OY3YoHWitZrqVh2iuTJwobNLOnsOnCQRg4BRGauaFMsiFNCLC5qEnFKxIHPAa0m5NhpdFvsklrRMmcWiXqztrGeTctBhYcdS8XPnStKiLMx0nCgDRkBPBiipoI3ppudNYcmNL7O/5gv6mO22wZs3MXX7PbxqzqaDnwoDopYfWkgQlBIKsZSMUDlGIIP1skGkW9efJmMq31tcPPt0uEEWsFHcQXPwo5ow3WRoTftt2YCze6Rs9GmOqZs6KhZgW9apRaxIOnwmxWWekKwzkprWrBInAczxIty+7xmnToCvUCbTlc8AIxXabrql8lTy9+m1+clFFuBuefql1VE+sRyKEzhZ/n5r412Ak8WpyyqTgcZt0LNgizN9I+M7p/Hnci2yr8gcWYSPTO4ek90x5T7iVNNi+V4mVV95HqD1LDBZjNISewXk0INcbX5iITM7mtntUrqlGB1zVlEZvp8coXwqAMrEnJTfWQ7cdPC3goBLtmd52kUrIBZETqLY2imvYOLXJmtfpAmoo5hd56kExaqsLLso/Tah+XmFFzl4C1FnXlX0TqK2C9pV3Ae66hZ3kQeNc7hxIKUswW41tgLfO4ILxKqRDI0So5FmK1bphNKJwfWE6KmsBaXxUfyHoVSjBHSu8dEPPQrFqlsRQ2QcBP2XhVCRUEZcQuM4oozGMcp8j4mh73GDk5RmbfCpUMESlCeaKrJwymQpnSytqwxv3em42RuuKzChpleRO6ls2Bm5q6I2qnMqqjxdGQu3FkaV34cCzK0lrWzgr/ahTvvdwSaXGTSQRR2FSgLa1ASGY3Y1KHQShqPL9XhOlMFvXhycp7UV66pBNbJwGW2EmbFzynCdY1BKEbdSwbYUENNGvqRwn8nWmNyfViYr5OeFaGFNlYpuxXqf2IrFYAw+p8JmgBIzQEk5qDPGiBHOmOgjwUfGIVetjZJRE5Xl9mZd+jfBVHZe5erISSPPNh1udmnx2eWqMD0oDl86BCJqek1caRlcLJaTKXYtW7aHSDROwMT7gMLjlAflSXhS8iQiwYf8nswYLLszRVL0M7Ap6cK3ZO2Byd1alI7n21WkELMroqxn+U967hOjFRRdGjKYKhtRAQkRprmlivRB6c8CSuT4znvwHh0ke6mwqRKkaYBqYlNu97tWFVpZFDkAfEq3Xz67cr7yWc2kL1EYC5aYZgZNS86LXFCzuCFkKi7YlYzCp/iO6fNT9+bXF3MhG3QUt2h+k9aKRMDaBuOllMr0/JCKYTo/l9o2kvIdKkpgbWkhCBMyDKKO3bQ1dV1xdHSE935ShxVmStY9S8481WLglmyq6eqTCGKqqEg+TsxPzAZv8FksMT+zErwdQpjWyXF0eO/Z7XZiKN+qqO2DvPZJ2qcCoEDKhcjm3wtEXgYcqoMBl/IcLBMxLT63OMZiuyrTvDAoJVZgfodanH8+xlTsChaTOoOYsqjn39PidciTpsy4WwZdSocsT4xBAj9TICZJJQtBMpRQua6PKlebU35jtsJJk2Ukao5SpCzD+KydUW6znE+q9xbWpbApPjhU1IQk9SBGJ/esmf2oGYdTrEJfCl0pRfG+6oWsRWlK5UKBlaZrLHHdUluNzeBoBn9zX05PaHLR5O8LQyuV998aV+XsHxXidbBITU+kLHY52DrTu4WpSymSlCai0EmyeVorbrkjDG1bv+I8apajVkriU0u1WBBtD0EkixValX0mAyKJ2i3xJCov2hK3kufKZETnjTh7Xmb76ZbBqSDlmCWVF70Sm1FKlaCZGZTSP0rN16KXB7z1DJbT6eAvaWYz4RDcxLxZT/No7sXDQ4slrtKtgy/Pk+Z5MylYUYp+Mt1nWTZSBuMhRnQQJdykAqii5homocMYb113vo/iChImJrOUi9eW7y38bioXm6/zdtLAtNGnW8+PohQtLGHK81LesmAFkrCyRa5fF3CW3dLFMJtmWHYvJgw6zMzAR/XzHIMnzN8cwzcPgomhWt7v9PO8qR9sxCxcY8xzPeXEiZJeL0H/ObC69Hs577QvMP08PYtpLM3ZRGVHqEo835SSNLfCSJXMUGUrGUu6xI8t3C5lyuSFMcY0yUuUrJ2l22w6PotYpMW+sgymLf1aWmG5ZlekgA5xGcVJSRzETVUAUsighHzsorn06rn9ndunBqAc8FmZDlVhQXcqoFjV2dompVwVNk0dOh9v2WRShTJZC/ihDHWZuDP1mvLlFEZEVuh5ss0byIzo8ype7L4UZmZIK6YI1IOWN3Ij9RXGUfyDWqW8MIj7xytNRdbPsFlaOolrJyRxB2kNtpLzF//wMAwLP/KcnqqVIkaP9yO73RZrDXVV5fo8idjnhcVIkOBuu5fUWluDyhL2Svox5IyCMcvs66yDABFrtTAPi0ktOC3SNZa6Ntw56iQ9PG9kcfH4ltZHcRuVxXmOUyrghckyXn6qAEyV1AQ0YXZXTGzMrc13diLJe8yU6jtbgIWR01mrxmtxvVXB8Ozph4dXEsmUbPHtIsihpAmp7C5TM40rQYOxSD7ksaQPU5GnjLOMBqMEgZf5MlmyKYk0f5RFvVDQU1ZFcUklZLMPUapI+CQZATmeIUbw3pBMQtd5sy+6FRhUr5YGZmY6M2hSMQtJyYlSzvCZJAagoAnEJVfYkMNnVKzhUmTQzsPgsM+nzb1sZJC0KHNOITMxZwTlK4ha2COfIm70JO0hOBIelCOmEXG3ZHo8ytxdNjEsPHOAY2a1CpOyuNgJpE3KtDPDtQQvhSEQAKkyhp81SaaVKCcYlOKKEjmeV738XYpcSjCr1JERGfYU5+ywgDBFzg/gFd5LcLbN9cX0JFZZ+poM6OR5DcPIMIxT3EtVsE/JNJm6QU1fU0XxyRDJxt7BZlxmpNRHKsU7SwXmEngMaRLxnI676N+5n0MGj7InFMbAuVmz6vR4TWUNITik3Nl879oYlLJYrSU2sOlAKWzweQ3up3MXFeK6rgjB0PdSDqGua6y1NE3DOI4Mw8C0Ei0AoyjzzsVKl6nJBYSUoVUAScjuGu8lNsblqsmljs8MpiW+sQCY6f4WIp6fpH0qAMqdszV/9MfeBDIKZ2F5wGQ4wDz4bk+6aVLDBEOKLVwpIewbLa+ElIhKE5TO9X5mSj8tdsiCjqdI70JZTpNTlkqplSGvlPdOmRxlIdGaNx6czDedIGw6VF9BDka0PqBHTRxs9u9HYqYyvc7lu0vsCLMWQnFhjb3kygdfy2RwPlvlBVApYrbSkzaE0GLHCu01adSztTVZ8tJfWnZWQolFSWVtmX2euE5+VqX/ElErFIasBgbA+fkF/+7f/dZkyBZrfbb01NSLUxcfvjKBlOkX5us5bOnw/ak8mYMDHNgGM8QVQFRUK6e6OAdnLu/JwE6CYTBR8+0PPlgcVXHu36ZPx2hfappkfDLoPEbm4MUSNV8Yq5hCliDP6qZ6dnIVb4Ge8l7TXBNn4cooi1Uqu4NaWKhqkWFA/ntMOa5JGAOZX9IL3peEu8VCj8Q/9HF2Y7bG8rnjU4mvUbOS8aR7kv8tOj1zb5UJP8dhlDteFp8tuMUi4DNkqzeo+XPzXJbvZcM0ebPXSca9jqCR9GszSuXaOhyhVcBoTw7HJi1LYSQZr5VfzGvgrTfuUFVm6uuDNWvJniz/XWyi5eXSQ9Nomwyk8tgKo1GeM5NbSbRm5nOWvV0+m2PUsmhjASUlo1GhJjG46ZloPWvsZFB0tJ6l7n2IfHi+nzRWvA/iIsvjzKh5bB1AtAmkzGPioJU1Jn+2vLes11HSlTLOLmCnjPPCoJQ+nr/P/ZzmbzmDKEZNCFU+q2Lcg9HC1A3+4BGKi1DXuVCgllwNBVJl3WBNM51fKYu1icoKM1FVdXad6ek5rLo1xlQLAJUowKvc34HeT5rTzsOUKHI4N2Xuy34hrsnMjJV5mMFwUZxegmgBo4qzs7PbT+ZjNZVu84v/E7Tr62tOT0/5G3/jb9A0zXf+wA/aD9oP2g/aD9oP2g/a//A2DAO/+Iu/yNXVFScnJx/53k+mnvKD9oP2g/aD9oP2g/aD9oP2h9g+FS6emVLK9OVLNOh3boUWLsJUKVNXxacNC0q7fGZikj/KvzbTit9Nm4J3Kf7HRTpYbt+LAM7/LG3p4yztlSnbJUAu89CS5w8T7Tv/88maUotxlZ/N61xC84defZz5oudPlWE2UfOv+uin+1kDLz3noqPxaW5FPG1qrwimfG37TkNieRjF7O74bturlrHvlXtfxuIV98//5GM8keYg2fxV7kvfklQAPhX3/HHa7TX847ZPBUDZ3Jxz/uzbnJy0rNc1vt8QowQpxaTofUkhUDn4NFBVkgUxOo9WlqP1A07Wa968d5/NsOF6f8P7j6+4vOlZr49p6pY79+7kAmqRVWc4ObKcHh+x6jrQDRIoG2Cqp+BJcZx8vZEaMCjd5GtzpORJaUSybGwOTgpEekIMbHd7Pnx8xW/9x3d54+Ej3nlTYm2stXzlK1/hwYMHH2uAz/7TOeiNrDg6RdYvsxEX2XvFYS9pdq8h3crnJj/2MjhR8j6mbKWPCdhSSgzDwL/4F/+Cy8tLANarNY8ePJgq747DDjf2nD/9kOA9q6N7nN17yBf+6E+w2/dcbW5wbk/wotKWYmTo+xyhHzBGU9lFZkz5mhYOnYNnNSp5iJ6bixe4YeDo+BhtLUlrvPfs+37SibHGoI2hqispMlhl4apK6v9EdI5+D1xfXeKdo7M1YRy5fPZMtEjaudLrer2eBJaWi/lBFek8DpavfZw+/m5bCbArwc1LOe3le24rW74k8HXrGlJKXF1dTQGGDx8+5Ctf+cqnCqQspgkg6f7vf+t9/tW//JdTP+jH/wV19e0DLZ2owCuJAwoh0CiNVSorB88aJNO/ClFhjnEq4GirSoJAcwzOlDZOmrJYYszy98iMPRQ2k+MGsh5U/nzIgRMzhs/rS0pzzZdSxyiVgFWF+sKfRJ2+AcDZ2Rk/9VM/RV2/nL32P0tLKeL9yPvvv8/v/t7v8uTxE25urvnJn/yTPHz4Bp/97Ge5uLjg137t16Zsmy/9yP/CD33hh6fMF3J5idvZTgehNsWEeVX9qvL3nBBSYnB0Dpt71ZIQX35pamrS97ptnN/ObpqPfUtuB5UU/+U//Rbffu+bH3GmV7dPBUDxbmRzc0Fbr+jqljBeEcMoAW8Remcp+iQ6+bzRaLSGsXdoXRGqFakxWAIqDES3Zbu55PpyRwoR3zmOTlaYKGI7SjW0Tc3JccvJ8ZqkWkCRks8AxROTI0aVN1NNTC1JWYzu8rUNJBwxatAVStVSVTcGKVDnHREHKvD84oLjo+PpnrXWvPnmm7z99tuv3YyWC3/5XiqgzhbatFoRfQ5uTFHEkqyaAh6jLsFiemKNFFm0iXyPWVSoDFyJy5KDT8F1U9bAR7difex2u4NFq6ospycnM0DZa8bRsH2hcEFS+lZNy8MHn+Fmt4WqZug3ODdIFkSUKHaRSw9Yq6iz/HsJgASVo+sVJQsroVHJoaLDb6/QYWTdVhhbkYxh9DprV8jGLTVHLHXboq3B1o2oONYdKWlCMoxuZHSO3X4HQG0bXEgk97JmgLWWuq6nqPjCnpXvy68lePlOfXwgEsWrWZplUF05rhStk2ytknK41LYo534J+N0aq7dTZm9ubqbf27blc5/73Fxd+39Um2Mwv6e24N8mCaWQBOSVTBMA9pdw9eFsH5QpqgUMeO+otAal0VUlgaVqsZEo+R6DSN4HL0H4tmlFtFGLHH9IJfupAJSECn7KSClVyktKejlHSR+YNFZCmDaw8o4iH6BKVWYW6edRTB3l/tepb+q65nOf+xxt287d/l0wC9+XUMqPQS8pNb9pBmPSvHfs9huub67QWuGDYxgHjk9OePjw4XR/y/s6OT3ljTffzsAQSubcSyC+XN/0e2KRinhwAwkk7V8uGACTCuP/in1i8XX7ryrvD8vPzev6st9nAFuGi4wDhUqKb/7+77x03o/TPhUApahlBrcljHusimCQwkUKdBpRaKwyAi4Q2XGtFDY/yL0L7M9v+OC8p9/v2O+2XDy/YLfZs73YYJuafb9DGym+9/bbb3J6+ohkH6C7M7zvxVrIaehK1xgV0LqjpPfpWKMw1E0HJHqnSKkmpQ5larSpBTyR0NrifGAcr6l0ZNg7/Cs2rk/WYXLPbtfj+5HtxTXjvmdzcYUbR/b9gCfiyDLcIdGrgFOSPokCU1VU1tJ1Hev1muPjY05Oz1itVqzWK4wxE1ujXqtx8d23pmm49+A+RFEBru7ehRSpUWw3G15c7NjvB3YbqQ+hyWJayPVk8dIJn+U6kxmc6ElrIubNVxvJpgghYokYIjrJd9xISoEUNCYlukoE0EKyaFuhjaVqWhFHylVcUywZXxofwLmIwqBVrhjsA24c0LrGMAeAG2M+FoOydIssgcUrh0FK7Pe7LKgUJqZvrmZsXjru64DwEuB8FLOzbLev71XXWQBf+exHAanvvk024MHvr24lG0RNv3/8Myy+L8xN2eQh3jptFn7F5b/vYyAoGCtR6xTFZE+TYB2h0obKliKR2RgwihgCfgwMvc+aGTXGZv2SDCKKha2UWMXj4Ane453HaMOqbcn84dRTIXipaXWg/jy7uw/BSn5uqDnzbpI1/n67NkpHFhv+ZSA8ZYzllF0piPk6tvE7XWPmoZKwWpdXl3z961/nd37nd/iP//E/0vdZQNNWdF336rlTrMOU3cb5lVdeT+nkwoAvjcz8bQIGRbF2KjaY/8kGmBy+ZD7OmVEJ0UQq956hZP6+vJDyxfx9ec3TdeZ81E8IID8VACUm8JnOJBYlQUVUIjykke9KLajLLI6jUISk2A0RHz396PG9bNzJRyolEzKOsLu5wVTVRJU2TYu2FSiTC52JRgIpF3STGUCxHlJmcUpBr3HMgmgxyIJuFEaJgqqx4J1iHGAcI350xPBRZNzHbZliDZHN1TXXLy7YvLhk3O3ZnF/inGc/DgQSQ4q4fsDtezbJMRAYUyApsehtVbHqOk5OTji7c4d79x5wfHzCgwf3abuW1aqd9AWm/M7vcU1SmdaOQeJyrLFoDUdHJ5AULy5EzbDf73C5QnSRXy7y4imLQBFFwzFqIwsWmVFYKnXmdDrpe1mM/DjkrxoTDcnorL9SpvGSzSjF+TJzlBZ9kGXep/Gaq9CGKGnjt+/79qb/qt+X7/+oTTxGAWHbzQbnRtw4iqZF0S3QGq1F58Jaqd9RFtnbxz6w/jlkZpbvs4u01Ndd20dd822W5vvRPg40SSkr106v3Da1b1mXrznTvKSniYV4PXgsDAuMPhC0whsrJQy0FTHEEKnGQNIJg571+bQcIKW08NoqiqO13G882NjyVplE67jo3MUD61nGbswCXqKUm5VIUTOrqrLWSj7fpIifMhuUinTBR3T6J2p5cz94qgUEzxLscRGvZmyuRTV3Baro/0yfXY65l59XStAPA5vNhidPnnB+fs7NzQ11XdO2HV3X0bbtaxnN8nyWx37tOE+vend+ZVl6IAnDUlakJbxQrxjJBU+o5Qvlm5rJmtItxZ03u/XyMcrn0q3r+4TP+g8doPziL/4iv/ALv8DP/dzP8Xf+zt8BoO97/tpf+2v86q/+KsMw8FM/9VP8vb/393j06NEnOocPid2Q8EFN1L90uMwyq2WaShFXQcxVtkZ3g6J3mifXjv2YuNo66jDShpH7dcXqyLIbB8YQOH/yhGa14o233+T0dMVn3rxLVdeEGPAefFAEL89C9iSDpp7ErZJ3ED1uDLgQuLi8YRgdu/0gH9CaylQYY6jrFu8jT5+d8+zZFdvtlnEcvufnoZRYVuNu4Hd/+7/y9f/wn9lfXOL6gWG7E8EeowjAQOTJ+x/y5Nsf8nTYsvEjvfJTlU1jDG3bcufsDvfv3+eddz7H/fsP+Imf+N949Ogh/+uP/y+0bZMVW787y/OjW8pMg6euKipd8eD+G6y6Iz744AV+GHj++DHKSjW+cegZ/YhSmWkbB2IQSzFVFVppopc6QqqwPsgC79w414uJEoNydf6csd+j/Ii1BmU1ScvGkbQhaYs2FcrKszRGtAqK1VxmbimqV3olBIf3Du9GVHUYd1HcOktQshRB+m5iPkBA9zD0vPuN/85ms+H6+krGXa6MrbXC2BptLeujE9brNe+88/akWhnjq8HytAnkr2V8ymq1oqqqiea+zbq8arNesizfX/YEZoeEmra28qpsYXOBvXK/org7X8M0ql9zSfOxpBURsQIcfBSNiYOWjeqY5O+73UgwmoTFVDW2qRjdhn7cM7ieCrh/rKmsoa4ELCclsSJRKVTdiGFkDChFyAJ3y1iBYpR7DFEpKeyoDD6Z7BrIB43gvMj47/serTVd12GMnsC4WNziTiWXJQjLW9Ny7Kmy8Pep3dZ9KcVKtTL44HBuZL/fE4JU/ZZ1tp6fb76YtumwNsv5l6O9BBjKecTd+ezZM771rff4z//5P/P06VNubm744he/yFtvvcVbb73Fw4cPXx1LlXKwn1pe+8dp6lbvzYDwsFPVvO4UpmsJPhBPQkpSo4ykMptWTHkO37z8/HQ8NZMo5bbU/HqKtw7wXbQ/VIDym7/5m/yDf/AP+PEf//GD1//qX/2r/LN/9s/4x//4H3N6espf+St/hb/wF/4C//pf/+tPdJ6UVKbuZ5VEaYsFe+46QEpGp6jYjYrtAJvtwOATzkWSd4QwcmIUrVF0taUhEUZou4rjdUPXamrrqfSAJhAYUQRUcpCSuBZQ4PTsU8gFl4Ibid6D34F3RLfPg0cLI6MNLgw4F7i5esHm5hI3DgfR3y/3wetp/Lk3pA9iCIx9z7jd0d/ckMYR7b0IqpHAVqCgQmNMFnrznsGNOBUngBKCSJRuqx1Nc8P19Q113fH06TMA3r54i6OjNScnR/k5SP9/N2zfqwIq08SMSDE6jBzQKEXX1Ni6otKI8mgCoicGhyLXh/EjKXiSF7AVjEYTUUriUjJlMrElKco5o3dE7xh2W3keXYVVNav1MckYorb4BH5Sts3Hy/Et5I1Y6lMWMBSncgzTKL1dO+WWC+d1rp3XAZTXdCwJcG5kHAf63Q5tNM7abDUptJEYG2MrqmquofKqVliTvu/xPjCOw4F7pmwG0yb2HQAJMB2vaZqDOJTEvFl80i1uYtSnba0wm7mGSJqFqUL+nbSohpsBujUWa40A1dfEVsnmACXeQ84v6p3D6HDeH25NGcUKyRfxY8SrSIgDGA/GEXY9aXC0MdIoxdjmOWByvTCyKwgl1aABTxYMLO6lAspUEZNMAlCgODNRMbuAFh03jlGKcnqJi/FOflYqysavc5HSUpsoP6mM7OQwSr1yz/qewGcSULLdXDOOIzebG4yx1FUtbqkYJtXetm2yqm0xZsmlQuS5CFjvWLo88ynKlcozijLWnz9/xvPnz7m6usoK3JrT01MePXojA7hXB3oXGLCUGiwOs+80P17fD2RqY3HNGSkXN1thRvLALB86OMbtUx3+fgjQyw/p1nsLy/JJn+ofGkDZbDb8xb/4F/mH//Af8rf+1t+aXr+6uuIf/aN/xK/8yq/wZ//snwXgl3/5l/mxH/sx/u2//bf86T/9p7/rc8UELihCzJVFUpoesoIcD0FelWLeXGVRuthprveRF1fb7K7TjGNPGvecWktrDA9P1lijaZynOVpx/+4Rp2tDa/ZU2mGUBhyBwBBFst1EPVlBxb0AQJKCWjEEtN+i/Yh2+1L+gWQsURu8NfS94/njb3P54glDnzNRXtFeRwe+bjPxztFvt/TX14zX1zRArUBXmqgVYd2StCgbXh+t6FYdur8hujTTuLl3vY/0/cDNzZabmw113fEHf/AeNzfXPHr0gPv373F0tFpsSrkTFu27W5QyeAieFAIxeGLQpCh08+nRClM1rGpNIDFGD2EgjT2pAJRxLyXtnSOESuKUVERLpLBYft4Ro8cN/ZyxMgyMw8B+c030Dt8aWgN3TtZgKzyG/ejZjSIXmYIneodWTAX8pCwBuUJ0kCDC7JosNUtLqYZlWwbG3gYoywX0Jdbkda6UsiGNI2O/Z7e9mY41sR6mwtiauuuo6vo7AhTnHBcXF/R9z83NhlILpus66rqm61a5WFlWs73Fitw+tvee6+trjo6OskX7/WRPpJWirykJExt8YBhGQvD4EOj7AefcnGUB0zpSV5XEXK1WdF2LMYudYNHTBZxElVU3Ebl47yVLr++H5c6XQTUEH/Eu4PaeMSZ6HC4lRiA4cfmeKEVnDCet3Iu2OsepJHxmLmb1XFkXtSa7j9IEmkt5BkcSNxISHOv9YoPJATP9XtjH4CW4VqVAjJ4QI21Ti2ujMlKIkPL5PFZRmeGZa4p/v1pKCe8cH3zwba6urnjvW+9R1zVHR0fT/GnblqqqOD46FtCrkrBiWjOOQ84g26G14fiIifE7bOUZK5wb2e03vPvuu7z//rd5/vwF3nuqquLRozf40pe+xNHR0esz0V7RBTIU4sHcfT0QvwUsppcLK5M/n9KkbF0+dfDRV03rGTF9V+1gBnyPxPkfGkD5mZ/5Gf78n//zfOUrXzkAKL/1W7+Fc46vfOUr02s/+qM/ymc/+1n+zb/5N58IoIzOc73Zsz9rGV0tlX+VmmTGTU7PG30gRDG6wxBwMfHsYsd279lvR1KSmIHoR4IbeHHTM/ZACqy6htMHdzm5e8o77zzg3t1jrNFUlc1xEIYYE13XCPpMMmFCrgQpMQ6FUhaXwclxh/OeYRxzjAqysSVQWnG92VMKbjkvC8Dr2scLQhJbMbiR7dUFeEdnDXUSiW5QJKtJ65qkNRHN+qjj6GSNubGkPlG0C6ZxnZCFfBhy/Ywh15BwE5PymTcfUVVVtoJfBievu/ZXsgAxkbwXlsuNuEGjwsi4v8aNA5WOWB3QQVipClhVGqtrCIEYoK4V3iV2o0MnhYmOtqmoq4rkBeyMccjS7i5vLmBqS2sFlKTgMNnOPDs9kRoaTcduP7LZ97iQCElRN7kGkkkkAtH3EpsYgDhCcNmwzEUdy+70in76TsGx5X0Hn4HDRUjNBlaJxVIIqxZCOAh81DaD/LRQdHxlQKuAk77vubq6ZBgGdrt9vk6pFSIgevJkvhJQ3Qba4zjy4ePH3LlzB50ZmLqqDrom3VpFS3mI6X4PejLPvxyHMDqP85F+dBJXkQSgFBbIe08/5E2rxHTkGjkhONq24+TY4XzE55ouicTQDyiFWM7WUjcVsYi/LwGK8+x2Pf0wHjzrhBQVdCHgfJDK0EFAq1GKWkkMRzJQo6m0wRpDZSvquiWahNLC0EmtMbnvIk2vsh5HKpugUtnVgMQdkUjGyvPKlriMoyguKj2CUlm/BeIo2UXOeZwDayNjU2ONpm2sjDGjmGIAc5ze9wpPbsckXV9ecX19yX/+D/+Jq6srzs9fUFXVxGAYY7h//z7r9RodJXMoOgETTd1glLg1SyD9ZrNBa8PQD9NxlNJTpZIYI89fPOfF8+c8fvyYFy+eMww9q9WKs7Mz3nrrTd56802apvkIYC1BqelWVswyBubwnl/ZE4dHnOiLQ6/BYUmquTZZSTUvn02ZUrrNVKaDeZf/VfPxlley1HKa2crvvv2hAJRf/dVf5d//+3/Pb/7mb770t8ePH1PX9Uva/I8ePeLx48evPN4wDLkAkrTr6+uDvzsfuNn19KPFhVqCUUseX1JYLQuC8xEXFM5rdj7Su8j51ZZ973CDpPoZbTMV6LgMjr0KVDrhibx5csTde6e8+Zl7HB+tMkAx2EyBT9RZShBSPk7ABwEpxbdnps1FT3UNyA/Ru3GiIa0RijSGQLhVhOl7ad6N7G6uUcHRVQYbpOpzMopUGdSqlkq7SdOtWtZHa0xlhCo+cJfJQPTZ6hzGMZfeDrjR8fz5C6y1DMOIUnqygkt71ab0HVuK4ppxjuhGvAa8Zre5JriRSiesjqgwZGCgoFbUqSJ5SD4yVJoxwpg8OmkMgcbWrJqKaCAFBQN4lbVsEEpaV5KZEytNCh7f36CJnBytadbH2PUpm31Ps92x3Q+MzmNLCrOSBW0IXkQtIqjoIApA0WpmFNQrZvRHuXVeC1C4RaCowx913oCUEoAiGVy9xLoYgyUXhCvHvbU6LutYOecYhoHra6HXx3GcMo9iLKBn6X6aL+h1MSijczx99owEojmTi10evncBTGBaXA8vVM0LKuTCaJG+HxlGz2bbZ2CmCCGw3+9zdVYpmLlMA/ZOXK2jG1itVsJ8KoNU/JaA7JvNDVpp7tyBuqlRxkg9oanQXSKGhBsD+/3AOBwyo+JeErDoc52UFKX4qclMgKAHQ42i0hqbi3raqiaaRLI5liomwb0oKeioyhgRTaMleFOZwUsqgVmMq1T6MKcX6YqkEiH5KeDe+8gweEYHRkeCV1SVxF9Zq7G2PKmYDTj9iXetVxk0KSWur6959vQZX/+v/42rqyv6fj+l50vMiSW5wHh6yrppCW1LdIG6rjFHAqSrqhbgGiPb/Y6UwA0jTSMuIVtZtLYCMmPg/PycJ0+f8PTpUy4uLhiGgbOzMx4+fMijR4949OgR1tavN8IWvb8EBK+Fb681RAv6uOVrmY6lpjlSfi/LzCIaKdMfGbkUEvYWK1hAtoCTOQz3pdNSxE4/6ro/un3fAcq3vvUtfu7nfo5f+7VfewU19sna3/7bf5u/+Tf/5mv/nqII5DgfcV6yOyIwDAmlDF3X0Y8jN9uBm0GzHRLb/Y7eOa4vr3Dey+RURmQvUkQnxd559sGx3T3n5GjPwy98gTNV8cajN6hrQ1WLfzKpKJSoUlMQnbHZr5hE6yDE8qTATBBcFi0frfi9QyREI8NHy4Ky7wf2fc/gBgEyr7r/j9jkl39LJAnS7XfcXDzHqsD9syN8vyUGR1O3UFeYsxVKWwwVqh/Qg+O/fVBhiHhMwdpyAiUxFc57Npst1tScnZ5htOH6+oa2bXjy5ClnZ6dU1f2F1sgna8F79psbhv1Av++Jo8FoGLZXpBjoKosFajWSlCagJEi16D8oiKGHOLA2AVND3Vna2tBYjakqVDRUocGNia2ToEIfIqtVw2p9jB8Hghu5HK5RweOGkaqLNG2HbRqOT44Z+lEqe+bsATcKgBv2e1JIojkTHAaP0RaFIiCug1jyTBdtyaAAL31/ZZ+q5bcSBqpYlK+UAm4JUhQQHyIoY4DsiinuryxAOLmeFm6DJJE8iPZPIBHFWtZMX3rxs+jizKmM5b5uj+OUEi5Edv3A+cWlxLY4h9EGrTRtW6NzZdw59Ow2OAHJmPOEEHHOMY6OYRjZbPf044iPJd6lxM0U4CUB/QV8lUDKFBPOO1Ajtt4TlWY/SvXd4pYyxrAbRlarNXd8ZieRayFJ5ksICZ1TzA/GeIw4HxiCx8dI3VmqmFilwp4pCqdVZQu8d3vGOHDtd0Sj8BZSyi7vKCxIYc9ijtUYFxV3TRQ3gMTLlc/mvSXKHC8KqWF0eUw7phRVkUOB3gOem33AVgaahkYr1uIjIiVPiAoXAialmZn7Hlqp4Pv7v/t7fPDt99lcXeP2AylERj8y7odcWM/ywfvf5uLFOfvtntV6xf1792jblmG3p21bmqahbjtsVXFyckyIie1mw26/48nTJxwdH3NycoJzYjR//eu/w+PHjzk/P2e73WKM4eHDh/z4j/84D+4/wtoG1Jyue7spREQtkcSImcbtJ/SvvLZN5WdLcfAFwGCeNnFxyok6nfiVBUMyjej57cUXOKXwzJ/XL2m2fLz2fQcov/Vbv8XTp0/543/8j0+vhRD4V//qX/F3/+7f5Z//83/OOI5cXl4esChPnjzhjTfeeOUxf+EXfoGf//mfn36/vr7mnXfeWbxD/CMpJnHnx5TFjQxKGaxt0DoSoqIf4GYX2ewGhnFg6AdiDFIyXEMsC6eSwNvgE7txICjNbvT4AHXVYO2cHV6wYwKpuqkKYs3UKlomf25aG8h0soyBNDEo2mg5at5QiyBWii+rdZb2URv+wd/yShK8w/V7jEqsupo+7KWCa2tRTYVpLVoJQDnqGvarjsYaivbPXJ05/55kcxtHR7/vGYZx2gT2+57NzYa2abP2wPcm7SwBvnvcIKm+OmmiAe8HKSVeyVavkycmqTYrF2pRmWhXYURHR6Ui1kBbGWqjsAoqK9kFqamwBHxlJpq9toaurfEavFZSND1rIKQIxloqrVFaUVcVwXucc4Tg6aOTGJ4wghd1T5WCVMBVObuiPKL06liPV7lFPipTR/5w288xw8uyzc1WcraOkmIpGKXzKC9Vlw9BQPm9VK/Ni5bi8Esf/j5f8+sDelNKuKzQe73ZTCxGZSusMdSVRZnMwgEH8fEwWW8x64Y45+l7cUX2/cBmu2MYHGhNTCIKmLKrs1yPz89wGIQ5MdYKkxJmF0w/iCjkbrdjHB03NxsJsmxaEpq2W1Gitoqrq0qlYuzLjyykHEMSRXdIG3GRGFnRDirvlkwYF0QU0vtE0IpQKUDGlY5zvkxKSNZhCPTjMFd0TgmzYO8KQIlTHF0BKFmgLQpzWlzSIEkHxVVGABMTY5LAXOGnEqiUA4RfZuQ+SVNKTe7F58+e8+zpU8ZhlAy9VITt/BTovrnZiMvGVgx9T1PVeCcGanGlaSsaT9ZadI676seey8tLQpKg72HYs+/3PH/+gvPz84l1q6qKo6MjHj16xGq9RoQrP+I+b7ELajGLDj72uum9OEz5/XXZbvPMX/yk8hJRfkmZMZlUauf1Iz9mWf/LAqLkjxJjlMrWuThHYVo+Wfu+A5Q/9+f+HL/927998Npf/st/mR/90R/lr//1v84777xDVVX8+q//Ol/96lcB+PrXv857773Hl7/85Vces2maj6xaXNuG0/VdalORgqT7alNx9uaXqGvL3WZgfbNFYdj0l1zfXLHbXEtQlASZUDJ9UjZmFIq2XaHajjA2NFXF9dMrntRP+f3/9Ad0Rx3r4472ZEW9akhqQKkITU2Kif3eMY6e/d7Rdg1NW7FuxS/r8mJ5cXGFUoqqNqy6htVRR4qdTIj9jtoajrTm2FqOupam+l4fV5KskuhIvqetFM1RQ/QKNyZWpw2mrjG1wQ2e/dWGo5SoT0+527Yc24qLbE0th1yZUMMwstV7rm9uUEpz5+4p2+2ODz98grGWh48eoJT9jgqnH9XGYceLJ38gCTIJzKrFYmnq7Dsn4uNIv78WGpZEVFbYFBcIo+Py4oIUxcKrNZytW0ISn7rWFdZo7t5riH5k1VRcXV2xuf4QN7S4oUUhbjqNQkUkoyGI6aG1whoF1uBJk6R+cnvSsCFtX5ACEBVVsZ5NhVcKrwXmuhAwt9x5r0op/k6ZOks/duYEJjsuqUBSOouxLdADQncoZTIjqJif8Kva/LdyCK0UUef4FgXG6OlLspk+HkjZ9wPv/sF7OUag5uTkhKP1mrfe+AzHx8dUVU1dQ1WJu2AGQyoTPZLC631gs92z2+25vLgkZJer8+J+TUpPbh9Jv55jQoqLZ7/fk1JitV6jtcZWeQMz4ksOIXB1dc1uJwKBVVVlwANKaQFVObVVa5WBa+D6+obdbn9w373TbAfDTS+xMbUVN7U1AMJkBSRrkZy56COEmNiNgag1Mbt7bFVJRk1+luKO8zlOzGPKcyKD5QJCI6isAqozCInZACSHSlWxWN/FPTknLCYTMVahqghWEbXoDGkFDk/vA00K35cN6Pz8nCdPnvCNb/53Hn/wgRgMCKvb9z3b7UaYkUoCveu65sMPP6RpGjabDUdHR9y/f5+TkxOOj47Y7PeYqqI9PsbWFevTNVEn3MULzq/Oub6+Yr/fMfR7XryQzJ3tdktd13zhC1/gi1/4Ip//oc+zWq8I0U0GyKtaScWPSpjHdGBQzPP38NNl8ujFezNweAWbLjNYApq1ThPTUVw8hcFLOckkovKaACUerrCKOrOqKseRiXRHcQXKe4xCdJQUU6yv+YRG6fcdoBwfH/PH/tgfO3htvV5z79696fWf/umf5ud//ue5e/cuJycn/OzP/ixf/vKXP1GALAgjUdlKYjpSQtVrbLeiO7tHYzVNekHXNKy7DmuuJULfO7xzk2JoyR8vfkClFEdHa9omuwyMRpHod3sef/CU9fGK490xJyHRhUTVRIyFVMPoAi8ubthsey4vN6zXLV3X8ODeGW1Ts90M7PuBp0+fY63h6Kjj/r0TVqsGZQpd6knRs2os667m+HhN09yqU1Gs3o/VS4VlEjaG6DEKqspM9HtVGUxl0CT6YeDyxXMMFSZVVErRGI2OC49jQd4I4A4xysLXD/TVnn6/Z1dbrq+vubxY8+LFC1arjrZtaJt2lpM/wP+3fztsIXiG/SDBfKaCFFBoEYtSM+L3XkoGhOCJ2oqmg4uikhlEcE0FObfVCq0sURmquskphooUKqKTuIyyCTk3UNn6YL0plmVexVFFNrzEWiSIfiS6gTTuSFGhsGhVoRRYlUh6hhCvggOvijX5TgClXOR05LT0JheUcBhTNM+Fw8XxlQvkreubvqtbv7/ifRPHvLiX2+8PwXN9czOl84Yg4+vunbs0bcs4jsJmeJ/jXQzaCHCMKZKiBHA7H3LQa2B0fkonTgh4KMJjkip9WJxS6iX5A6tUZSQkMSkSG6bHkd1uR5+1QUratffCvgiAKvepp+sexxHnD123g09sx8g+CzmWYOeUy00UN5HEhciaF6MSF10o95DQOhE1JJWVXvI1iwR+miTn5b4Soj4aF0R+GR9MAEQxuyqW0DXvRZOEf1JkYCQCmSkDSJLMl/ARjPDHbeXzm82G8/NzLq+uuLm5wSopZVHYy5gVmr3y05gpmXmljMYUyJoSlRsxtqKPgbptMG1DVAltBQjHFEUnKAfeFn2itm158OABZ3dEUdsaM/XQ67JwUkpTSrsELc/ulAwfJlaltDI/VYrT62mKG5lj2VLKLmAlzFX0ARedMLR53VNKEfNDKy5BQR/CfGhtD92x07PPMS0yiZZXlo8lpRTk1J+UP/kfpCT7S7/0S2it+epXv3og1PZJmzaaqqmIBEYXWL/xo5w+fIO7b76DDXvMt67omo6z05pVc4nFEdzAOPao7HPXxorv3ZDTQuHHfvTzfO6zn+GL77wFIfAf/s3/m+3NJf/y//GvOD5ec+fslLd/6HPcf/SQz3z2IavjjlhZri52/Ot/+zt86/3H/M7X3+XkqONo3fGTP/kT3Llzxtd/710ur25471sfcHqy4nPvvMFP/m9f5OSoJqlIiJ7z8ydsbm5469ER2iZ2KB49vH9444udbElqLLf8+WWRhvdONkrlR5Gq11aQrop0bYOxFePgef7hB/w//+W/5uG9z/Dw/mfQPnJSt1w5KbQXmFNEtdYYbYjjyBASF8+f0++2GB05OlozDnuefPhtvvF7v8Pbn32bR48e8IUvfonjkxNucYWvu72pBbdnu3nM6viMrruD0QGFoVsdoY0MZz8O7K4vcP2Ocb9B2RqlLZ5aLLyqJQbPdtjROo8icXx8THt0irINShusBoKnbTpcTFT1+zg3cn15ydnpHSpbkZISqjoqVEgo50k5fTRhIP89hMSw3TDeXBKunoKu0bbD2BZlalRVYZPlBkdUgVyH4eC+l/En5ffXgRO12PwnxVIOtRaS1qBmTZLlSCn45GWO7OUNJWWLuVxfSedMKd069u3KrROF8sp7ABjGkaeXzymxXfu+ZxhH3vzMW7gQeHFxAUliEFbrFffu3aVtGxpjGJzItff9KMDER0JCxoiWDbzKkuu73T6DCT8BgqV7wHtP0whwLXosLnj2+30WUBxxzrHdbokx8sYbj2gaCYx0o2MTb0jrOG1mwKTEut1u6ff9wX2/2Ax8+GLHfjegSTw4NbQVWBI2RSoiOip0Utl1oohRY6KmUVas4GTQ3ojhkCQWagq+DhEDmGTRUWESWFNELufHMjH1E5ibgUZClcQfCl7SQrwIUFEKqzRVBBsVJsjmpUkwJtIQXtb4/y6bGAyOb33rW/zX//Jf+NZ773F5fk6Xn1HR4Gmbdgrkvrq6QmudGTh5336/Z7fb0XWi+ro6OqKqKwYi9arj8+lHMJVhdfeYWlsaI18qws3mmq7r2O/3PHjwgD/1p/4Ub775FqvVOic1FEbj1eM8xMToAykneJe3pUlTZ6kFLM1kI6JkRTH9VU8PbrvdEmKkqhqMUVQWrq7Oef78A1x/Qxh3PDpZ0daWoEs5j4StDFVTydqeoDl5C9ucYJujuSxAQli0fHVSiVBhtQRdh2wM7Pd7rNbZa/DJyrT8/wWg/MZv/MbB723b8rWvfY2vfe1r37dzCJUsokltd0LXnYm6q4PgO4bo2auAS0bSfrPkOczaHFIfTxaRyhiqSpQZm1pjUNy9f4rrW5ILrFYdJydH7MaRbz9+zjZ61kcdn//CZ7i+3nF5ueH6astmI7VO+n7kD977gPOLa95//zGbzY7rqw1GwX7Xs99t2e9vJEoiBnwYQUe6s5qVq6lrjTEv27EqMZVYmHzwSR1sLsufk/foELEkKiXqk5KSral0jdaWvd/TD47z7QaqK4KphbZWhrrIXC9oeS2hflglUukmJXQIuN2OUcH++grlBrQf2J6s2HY1wY9IsGSpCzLfV2auszX28iKmlbgNqsoKC6OVgAprMVWF1jBsDTEl+n7A2IQ2UVKoVdYTAaK2xCg0/opEZS1UVVYABpSmajrqtqNtO0YXFpoY8nelFClkZmboScmRkkPbBnRF8JHoA8GJSmxwHmUlGFuliEoBkwIRqc04xzDdHt/frRWy7LmlrZtfSXP0lNC9h2i3MAwwU8EHT+LWY1FKShCs1+tpoy9gpeigHApepcminhbllw4rz7UwG84HhtGx2e6oqnra2KMPoBRndyKjc8SUuLi4ZN8PwhSAMGQpgTZELxonlNIRrwF/5fqrqpqs5JjXjjIOCogJIUz3WMDMfr/HGskiaZpGqPwFACpBwbcf7Rgi29Hjo8Rv+KiyRss855UY26LKKs4ZCQBPRdclF/szBm2NgM7sg4klrTpL1ZPSJKdWHkdK5Dpc8ouKMxgtWRwF+E7PTs2vozVYA1WLslbGfGFxjRQjnTfhj9sKi5X7aRy5vr7m/Pyc58+fM+ag3dLHS8A8M2RzFe4Y4wSmyzOJMaKtkWesE2lQXFyeoyuLsppV3ZDqFlM1GFTeQ6DJAbZVVWGtma6zkESvm75JlTDzPGOnKViiVZczIvd2ElZlLstaQhTEKCDl4G7vaduEMZoQNJt9z/PrLeP2gjDcUPmGtrb05ggfoe9HKgtdk6h1olagqmOUbgSgqJkhKWOExe9u9HjnePrkSQb2juOjI+6cnnxituxTUYtHKaEzq3pN2605PXmD0/UDnl1e0vcjN/0dnAuM0XETJI3MB1ENVOSJEyPaQK0tddVQ143EEiRHiltsbfniH3kbawzr1Zq6rqjbmn/3W7/P7/233yP9N81q1fJT+ifZ7XuePr7g4mKTA0YlTXG7+22M0WyutsQgg6mzhmG/5+bmgvOLWmq/xIQPCV0nzt7u2OqR5psJa2895LyT61LipQCUg8lwaAczjBjvWJFYGU1X1VgMJmk6uwKjeTFuuO4HHm82nLvIt65vMNHS6Zp1SFgf8TozV7YReJI0xlSYqqZTChsD/uaafuy5UR7fNaR1x1VnaXQi/MiXkBybTB/GsrRpkpZM3ESpuDo3raVMQdPUtKsOgwFlMNZi65rj0xPGfcW4vWF7fSWZRdZJKngnSr1NXROtTPYY4fLqmuM796lrKyq6OmcqJYu2iu5ow+nZXc7PL9hsrvA+UFdijSutJeh4v2N3dY5ze9ywozs6w7YdLllcDsYe+wE3jhgsts4gIQVsHFAYWqsZTA6n/A6A5EAh+OC9twMvcwBbppLzh/OWlpjY27RccAoiiTNdPGV3lJGUpr+BKG82TcODBw/mhT5vEJK+Kan4xf0xwZGMsF+1fGmtqZtOAsW9Z3SB7XbPk6fP2Gx32R8u4yEqxcM3HjE6kTL/xje+ydXVNavVmrppODu9K5S3sYTBCbOSBenatp0AyJIVLLR9UXBOyKbovWfX7yeAUtRG79y5S9c1E0h7/PgJ1lqOj49zXZb24ByQREfpVvr9znmuhhGdpDr3GGSWjKQpYDV7A6A2JGNwWoQJhxIgkhKVqam6iua4FddtEmXa4WaLHx3DrieFSEyBGHP0QRlKQZCO8gJOJNNEjLkwbahMg6bA3VBmcVVB3UJ3gmoaTNUIOPGBNFYEtwH9vVWpvrm54b333uOb3/wm3/jmNxnGYdJ4KUCxPMcyJguw3O12Ezgpz7RkA5VAaFrLOPa8+/67Qqlbw92jE+4fn+KbFbW29P0e7xzr9ZrVen1YUPM7uWDLKFBpcvVMhkVS4pKTzp1hYAE8CfQEa2ZAViUxrm6ur+jHgdXqRJi7yvL4YsN/f3rFcPUYv33O/lTRVZZz8zZ7B8/Pr+l0z2m95X4budsmdHMHZVrao3tZkDQdXAeIE0olxW6z4/Lykv/j//h/4b2nbWo+/0Of5Wj9w59YIuNTAlA01ljaqmXdrvC7DTtricOAdp5ae/phw9Mnz7m6vKDfD0QfUUm0Rtq65rMPHky58lFB0orTznJnXdHYSKUDDQkLNEZRNZpmbTk66zi7d8z19Y6Ix6eRqAJtW7FaNRwfdXgvBeBiEqutqsWv17QNRycdXWdJKrIb+pztkwhREVLKwXBSUDAud56U8Ls9brMhmbzQl80pMm0eMS0sh3FgfPGU3eUFod/hgDFFwtDj9z1Xz1+gtMbd9OghsLIN0SdGt2NtVlhV8ejkGJ8iLmc+tW2H0ZV8tR2mrjk5Paapa46OOuq64uhUAN2qrblzdMaxrfGbPbuLa+p2hdYGY+o5fiHlxVEpbk9vYyxdfUTdrrB1i1VGRPLItTcAawyr1Zpdt6Jq2qwOOmDrDm0MRcOyyoUeRxcZ+p5+e0NzLFLdMdOlylTYuqNbH2OuN/gcB+G8R1uLMVkTZdzT3yj6/UaYsBBoxjXBdlO6MVpTdSvq7oT2+G4OoI2MwZGS56g9IYaG46M1+la8UdnUXhWhf9s6mfqREjMgm1axYAFiCugU5O8LoFEWyOmrAJTlfwsws8w40lqzXq+nayibQ6nCXL6Xc81Op4MDzveBmj5nV2uOj45YrVagNM6JGnNlK9brNSnB9fUNm+2G7XbL1bXUuepWsqGXgFXRQ5ICkD4zKQkB9zEtQZe8GIvQYjZonHOiT7KIS5F5F0V52Gmurq7x3rHf7ydg1tRi9EjsiYiChBAmEceDMd5UVKsG8hrlYsIkGJME/YbMBCljOb57F9u1qKbBx8DVZpM3L8XqZE171HF095iqqdExEZxjc3GFHx3jTty1KUiZB5VBa4oJ3wvb57ayVrrRT5WXvZpztihMag6sxspzq05OaY6PWD18k7ptqbQl+sA4jCjTYNs1qnp94sOrxn7ZFYv77eL8Be9+4xu8ePaM/XYjNcKtxaiFZtCCQQGFrWSsyVjMGkApMroRZTQ6WjbbDaMfadKKZDTbfkvUEI1m3PUM2x0vlLjHnp1fsNlsuLi8IiT45h+8h7EVn3nz7dnQuE2ELJq4gHUuNgtaS0quUmVcJRJigcYJyM+sFdNMkr8VEYiYx0qMwo25BD5pqFdQr8HvSRWktuHOw8/RjHAVPiCM11wPe+4fr1mfrqi7Y2zVCctWkHG5hgXzGWPggw8/4NnTp3zrvfewVcXbb785sZOfMEb20wFQtNJYU9E2AlDG3Q0pehIWTaQ1jvPhmiePv8XlxQv2u70ExyIS5F1d80MPH2KNIaTIzg/swsjpynJ3XdHahFFS/MroRKWhrjX12nJyZ8Wd7THbfo9kkDiSCrSrmvXQcnK8Yt8PDKO4NGIS8SZbWY5Pjzg+6ehWlQCUsZ/8iwkjAGX6yptcbimB220Zb25IRhJURcodok+TuJMPnpgkIC8MPe78Mf35C3y/F4ASY67evOfy2TOUsngHaggc2YbtfmS333Pc1rR1xfHJCUpLfIC1FavVmqpqqKoW064wVc29B/fpuo47ZydUdUW7brDWUFeGqqupbIW/2bHDoE7A1g2mq7JyWLEOeKXb1piK1eqYpl1T1S3GZEARYwYosvis1mva1Yq67dhe3zD0A6uVR0dJHVRKo0xFBEYX6fc9++0NdXeEripSTtFEaWzTsTo6xdgXoqXhPZV36JzFEYPDD5F96NntrtlsLoWxcCO0npAQoS2tqbs13dEJR2f38MOe4Ab89hoTIkfrCpXg5HiN1xW3bY4lEHkdYFH5mhXIQkdCR7FrSzSKMCIelfyU/p5ILwGdeVGdN+4DwFJAcN5gi5R4ASZLef7lz5PAG7cjY241BSpbwuvVmpOTY1bdSuhk5xmHgdgk6qYhIUzY02dPef78eQa9hlLqfbfbZ2CVJoLIZas5BJ9dPFMPTfcfU5piHWIMouicU/+h6NDI+0MIOeOnzwBlRwhNFgtrqCqJS7FZtWwupnj4pG1dUa9bYi8Vi10U4DAGKTsVEtAYlKm4d/c+67Nj6uM1Ljjci2eoJPE1q9MjVidrzh7epekaVIj4ccSsKvzocL2AjxTiFPyuQyKFyLDdM+wHgr8mMOJdwscgWVE6h9Lm+Vli0KytEbecpjo9pTk7o3vjLZqmxSQtbpXNDl13VOOAqj8eQJkHYxnzEecGLs5f8I3//vu8ePaU3WbDqmuxRhgECQ7NILkI26mYgz5htRKNrmF0xBQYfUIHiw6Bm+0Ws99zYhTJaF6MW4ICbxS7esumuUa7SHKRq5sb+n7g+cUF/Thy/O67nJyd4WMUF1sJHH3NBi2p4ZqU00dFSy9hik+Nkh2lFwBlduuQmWb5PsOHmN2iIUSI4Ii4pFH1GtWsIfTEBlTXceetz9M4+GDjGK4S+80LUnPK+uw+TXeKrTu5hhCmcxV2qLiWQgh88O1v8/777/PeH/wBJ6cnvP32m+J+/4gYnO/UPh0ARSusMTRtRXvUUDcRa0dUHPDBs99dcX31jMcfvM/m5ooYS0cr6tpy5/iIP/kjP8K6raksfHB9wbevzqnrmu3gGV9sUC7At19g2wrn7tJwTHsUaarIo6OK9eldSBqjDKqp+aEvfIk3+pHPfm7LzWabA/HEsjkJNV1Vce/siPaoYn2/5ejYslaGwEBInq3vGb3jZttzvemz0NQcaJRi4Nv/7b+yf/eb+LgnpSDxD2EuMhZSysyNpMEmPxK2V1g/Uo97tvsepw02RdaVZbi+ztLVmlMMf/KHf4yLy2suLm6gD+gEbz24T91UjNt+qijsw4DbD7jNFqcNT87P0cbwdNViq4pu3WGMwhqNaSymsrR3f5+667j74CGr1REP3vgMq9MTzh4+xHQ1pq3FokiHQ9vYiu5oRb06omo6bF1jtGbcbYkp4cZRYlRsxcnpHdJb8Mw+5ubqiuAdQ4qCg4xF2RVGG4yx9H3P+YvndMcnVLVF15X4yLXBditO7z1g/eKCphOQ0g9CJ2ttCOMgQbIq4PsNjDvisMUZRfSJoGQbtnXLqlvTHd3h6M4jNudP6cMIfiCFQFtpjF3zxS/+MJfbPR9ebubnvQAHr8qMKUGAwTturi5FkXjYQ/SoMGYRQLHYE3B6djdbxDIPZuk2KEtdWqSPyjUsriNXeC6pp+W94+iEaq6kgrNSkpJdNBbkODO3U9qrGOAUpVhj0IqUGtzY0yOZMyAZg9Zqzi9e4JwTEBLFDXJ2dkrbrmi7FdaImnEKMg+U0mirabsWW9vJxeG9k3s1s4sHU6FrDX0iBCV/84oQvTC31kwxN5vNDSB9AFBVNmfJKfp+h/dOJNWtpeukonO8zYwCJ8cnPHzwiHE/Ep0n7bYYJN34qGs4OVqh12tM13H28D7NqqVZt8QUaI677MJL6LpCWwtYvM/pwijqVUPdNaiTY0hassqi0PRVFg0kM4XDrme33bG5vuHp83OubjY8v9kxhjCxQ8fHR7SrI06OT8VgMIbu7ISqbUlRs9sOXJ6Lyup+t6Oqa6r6u3PvpJyxohXs91ve/9a3ePfdb/IH736T7eZGYrcytRdB6nRl9qvo12hjSdEJKE4RbXROBU65XMqG/sU5tZU4kr13qMqyNYGqazk5vYPOBR6Hmx2uH9hse4ZBAApasz4+oe2EFdbTnHr95hxQuKTxPs8zYzFaoaIXR1pyuXZRAkTXSSsxSLWRCuw6hekclW1zPJ4Exja1qBI750hhR3C7rOysSV5Alo4jFkXbgKoV2sK6W3N8cg/brsBWBILoIJUA3SmCLeG9jJWmbTm7c5ef+N//OF234o033uJofZJLhrzGCPkO7VMBUIq6orYaXWkg068pEsPI0G/ZbW+4ub5i6Pu8mYPSsni2Tc3bD+5zuu5Yt4bqhcFpj9aG/RDY+RH6kerZJdWqwpzVpN6A77A6clxpVs0KFQ06anRVc+feHYKPuLuem+sbttsdIS8E913N2lgena4xa4M5tZgqYYCRrXiS44ALiXEMOCcS2rct6JunT0BrnN+SkifFXmStc7qhABRJXwsxCqvUb+msRGoH5xmTwuaUuX7cEV2E0bDShs8+fMha17TRsEsbwui5f7ym61qcqhj7gc24Yec9wTtCUoSk2HnpX11bASirLufgK3Rt0JVBP3mGbRoePLrk+PiYOHjOHtynbjs6dYypq1f6b7U21I24d4ytsVUjWhT9TrKLvActwbpN23F6R02ZFmHY413AW4tFUVUShKlsJXVRtiN+HIVdUDI+ktaYqqFdH9N2K5qmIyHugZKmF4JDxYhiJPkBoiO6gThafDIEJdHvxlq69RHd0Qnd+pj+5hJQU9q31QpbNTxYnRFeXLwSoJSfXzEJCEEYgauLFwz7HW57TQoO3DCXXYiRmBczU9UTUIfZpVNcLom4OGf+WzoES9Pr+T0SjAhGS3qpLuvz4n0cfstZIS+3RCIGRwiWGDzOjSgkDgTg9OwENGy2Mr9ePL+g61Z03QqUlKCwpsrp7F6OlzKFjsJYg7aa0Y0k5YlesijENZDXEzRGJaklg8IkYUxE00UAirh3QmZjJLVdKZ1rt4gbQapGj3jvcsFEphiI2wxK2zQcrdb0Ks9R77EKmtayPjnizr07mOMjzGrF6kQyTppVTUoR01jExyvPWTQtTNa4kM6uaokFsqaGZEhJo6JBJU1tJdDXapOz/hybmw3V1RXXSXGDpt979tFR6YrWNqy7I9TxKc3d+zlI1Ep6rrUELwGp5xfnDP3Afrfn+OSYI3PMd9qzlsxadlyQgGHoef7sGS+eP+PFi+eMQ58FSxdzBAG4uoB6I8ULC5COMUg8W1WBD+AD+77n8uqaphaWV1UWU1e4zmKbhq5t8cOIG0Tdu9+KkTcMIkXgQ6BbrajrJotxfvT9lesMgIsyhow3WKE/M+uTmapFxk5J30YLODFRALFKCqMbMKoIZ2ONKJnjJHg/hDHPUcnqnAUjFcZAZSEZEZqsmxU6q3BLvKbKMYNy5QpI2Q0aQ8yM+orPfOYtmqbh6OiEum4krf/jdMYr2qcCoAi6DlxcXxHSkHPKE5UVKvjJs2seP3nO9fWG4NwcXZ0Hqncjm5srjlvD/bM3iJWhWh/x2+9+iw/efcb+/AV26Pn8zQ3HD044+eIb+ARb50k3A+a858H1mio17C4sYdXCyX1iZ6iPDes7ci4BKInjS0c9BE6ut9R76M4V1brBHtVs7nQM7YipW3x03O/OaHzHt48v6OpuumcF3O0a7lUW7RMqeSQ0PlGqKKc4B7OFvIHt9zWdrThtG9IYSJmyjilxZ30kVVT7iEuwB+6vGj738C799Y4weo5P11KYTNWEzrOvVlwOe873G843W276gc1my+A8O+9ASWCqABRNtBLfo7oWXVU03e/TNC137tzj7P49PvNDn+NHfuKP8YU/+iMc3b+DvjWuRUDpDNutsO0KU0ttltFsSHFgt9lgraVtV9TtivXRGUobjs/u8N7vf51+u0GpPU2C7shi6gbdrBj7C4btlu32GltZ1s0abQxRW6q2o7aae595C+c9F08f0++2KGUhJtzQk1RA6YEUBhSB4PeMA6SkwdTUbUfVtLTHd6lWp+j2mKAMowuZFdGYqqY5OubkwTuMqoL3PliM8ZddMCmlrHGhUUqLvs/Y8+z9b3Jz8YLNsw9JwaNyPZeYImOS7KVufczq+DRnfyh8ioSstFs0ZCrTMFdVTovNdAYnRShMhJzURPcrDNHBOHpc8mgidSPxQqbKGjhVpuPVS1nVcsaYRBU0RLxzEotiDV23oqoq9ntRfpXKydB0HVXdoI3FZ4XXm43IjxdhtPJdsm4sxhpsbbEI0xFCEG2TFEk+SRpw32ehtsjROgOCXABRXDaGpqnZbLakFNlsRHgtRmEZxIVkc5ahRevEZrOZnuF+uzvYrNPoSH2PjhKIfvLoASdHK770zhscH625c3YMVZ0DusmuMKHZlWbS/7FVhTFZGFGBUhUQYdUKsAyKYfAMY5BihCDBtLaizYJ02hhOHngeOMedt9/merNl9bvf4Pziig8+/JAxBrb9HmVEi6guAGUnTEAMnn6/5/333xd16X5gd3bK/vSE9d03aI9OP9YaL2wT7HZbHj9+wm/+5m/yzW98k+vra2zO4JNYiJcNufK8R2NEZiEEUvRYazm94+dyCucXnF9eTbV7bvod7brj0effYd12PDi7x+bqiuvdyLjvubm65vGzZ3gfODs95a3PvMlP/LEf542HDzElRuMVjOeyNZXjaLXj/eE517stz37/Eo3m7bMHrNYNZ/fWWCvgQatsWqi8qqdEGLYMl98mKkNSlo63MN0pPiQR78uxKzGWwrUO5wb80OMNxMrK/pk0PkqBU5WBc/Ajxg8oN5CyZrHOolkqx0BpJUhIayVjx2hG15MI7PqWlasn8b5P0j4VAAUELff9gNZSYyKlxLoTmfLtZs9+P4g+RSqpfWINSvqi52a75ex4RSLRVBV3jo6xusI7uLkZ0Pue3eBoXCApI/7AkDBDRO0DrdfUGIbRQKVJwRB1RVSVMAZaYq5VhNqPWD3CxY7kPGEIVMpia0NFTbKKTjkClmQsR92epmqy8M/cWmtZ1zXWeBHDiXME/0SjJ0HgQSt8CNj/H3l/EqtbduX3gb/dneZrbvf696JhBINkZpKZJFVMZUo07ErA5QQSAuyJBAEqIGsiAfbAsDWwIcOG4YQhwx4JnsiQB4I9KdTAsKyJDBdUZRuukqW0Sillxy4ZEYzutbf5utPsrgZrn3PvexFMJSmmYVCHuHwv7rv36845e6/1X/8mR/m9piXqkTRqcbKMicWiQStFtJL0bFKmcYZlUzM6SxoDrrFoFDaI/BEbGaOnd5aD0QwaiJ4YhBGfshBNtVJoo4hGpJHEIF1NN2BtRd+N7PuOQOb03m1u3b9Ls16inH25E1Ea7WpBT2xV5svikhiBcRzIKVFVjczC65p2tRYZb1VBLxt5jGGeDavClg+lCx7HgUVJFlZaobJBVzXNYsnq6IjtxTmKg/B9yMQQUDoieTTi9JlSIEYvhFxFgcMrTNVgXIUyjoyS7kYJicxYh60k76eqP51jdZNvknOZO+dclDDTec+Mfcew39Ftr8hRoNnJnGlIimRsKUKm8Lprgmh5JilE5hn4NXLzaqE0AS7TOZrM1wVZSiQf8cOeHEbqWuB/Wy0w1lE1vnAXLCZaqVJeWckmpY5i8iYROFkpzVgs5kOIYtZYFDGTY+s1OZJ5DDNtVhLiKaM3bdT1rDwjiEp5GX0vEH7f9+ScqCvhlNjCJ5mkqiJHlsX+GhmZeACi9LmJOM3KoBt/n44UA3EcJapBG9pFw2q94vj2LZaLlna9BGMkcXxSWhUlh42OlGS0ZktBdH0eEV6GsVJUAkol8jxmKqZhAFNgpJORrKtrgtLYpuHO5QZtDZvthhRD8UeJhDCKsiQHTBKxge97+q7DdweC98TRM3aO3mrSD8kW+9RR0APhEh3YbK548vQpV5srMelzxf8j5xso4Mv3zPT3EAI5RpH8JxnV+iChjcM4iu29EldpNWp0bWnqhrZpaOuaXhkh+/YDfdfNUvfjo2POTk+5dXrKcrG4Hurc5IZ9xqF1xplESj2D3/P0/AkqaZbakdSK5Ukt50HpQmSGPIVipEQKI0O3AVOj3IJxHNBKlEUplBTulMklANd7+QreE6Mqa55nyFqapZTKbRiIfiAFjzKBXEQDOQrHKGspeFTUglyXNXX0I5ebSypXUdViMPrjjnfgp6RASUkcPq8ud2wufVmwYPnoFJ2E3EMWL4RCiC4ptZl+HLnY7vhH3/0OF7srmsawPjri3vERX3j4kNa1/IPzK/ZD4LlrwC155FaQG1Jn0Jegn2eMkpu5joY0QL7YE6xhdBbfGMa6WIhrBWcOVWc2H28IV5cMP3jMvS+9xr1bjzBtjVvWrAv5zpDZbSNts8TZa2WHUorT5Zq7ixYbHSKHdlBGOdo46fB1IQoqKVC2VY0zlrauif1I6EeefPSM/W7H6c+d0S4a1DoQgVXOxCCbgg6rYjSpiGPk6oNzgg8Mux3GJE7aGqUzi4VjO+wYGcsGjhQmKCGLGkO2mliC+3IMMtfdbtgOPeebK7Cavu/4pWXL8Z3b3KxQlDaoqsE1S5rFCrRspkZrQk5sri6pqlpUPhkwjtXJGe36mGfPPkFZxfbZU/KoGH2PUZqoK2LKZKXZH3YorVjfuouxrlg6G9CW5ekZ2sDh8oI8DPS7AzFFsIHKZWwri0BMI3hLAlbHhqptWZ6cYKoWszjC1EtwDQlDSKDrJcZamqNbtEe3qNcnMvu9cby60F6TTQVpyIWsI7bl0rxNPjIyrhKEIGcpUKyV0UeK15s2gC1pweqV550UYSlPpL08F0mfcrgt1/nYHzhcbXj/e7/P5fOn1Ea4YoujY6q6Yb1a0zQ1bdvSLBe4qsL315u1tY6Tk1PadsHx8TE+eGIIXF5ectj3pJipawmnRGnImsViQdO03L9/n+Vy8VLY3/S5OScy9b7v6fuO7U6cQZu6oes6Pv7k49mgbfok9gcxYdvv9tRVxenJ6ZzWPI81CqoyyYwne4FJhqxuEGMnr47JY+XmMe53HC5e4LMQgI8+d5/T2yec3L+LNho/n2MpNijTgJSqufuVPBwZHfbdThxtDyK1CgABAABJREFUk0dpPaMjxtgSdOrl+k+RIXiSgn7o5b1NTCGlaNqaqqn42s//LF3f8/DuqXBTHn+MRuFSh40akzUmy9bid1vi6FlVmuwqcmvxfmD/oiOMA3/0Q+FHz/e+9z2+8+3v8K1vf4uhFAefVTi/esyfOQplxB08Zbg4v5Ig2V1HzBOHQ0a7WEOzaHnn7bc5PjrmtF1x5Z9y9ewFTz95zPPnL8hojo6P+eVf/JN84Z13eO3BQ6yxhaPxT9+YDeCyguGA35/zve//HmFMjPsd9+7eplop1qsVyi4xSXyTch4gBRh6ut0FL54/oz1+wHJ5xsX5BX3/CZuLC2mwlhUqJ8b9FfvLC148e0Y4bMnDgb2pUDqz++Rjuqh58uySRdxxSwfG7oqrC1jYU1xrQel5hKuVjKv3Xce+E4M7rTSPn3zMJ598wt/9f/2PLBdLvvzlr6BIvPHawx/hPL98/FQUKLl0j5SZ98R3CCFJ6FYJi5JuQpGzhAimklocMzzf7Wkur/jw2XPuFLOehbPcOV5z99YZl8bQnT9nlxWbPuCqiO1AUeMqhWmW6KpFWSGm2cZiEuhRQuli0qijBbp2uKUkXI61I9WWsTWEpSMc17hli20tOQ6SDJsjot2TSPeb7/ny4oJ6t6NmwFpYLM3czQYfyLnwVzIo66Rj6EaizRgsySchJyqD0hZtHcpa6SiV2BQnJyi/TuKHEMeMz56oFEGBR8LNUk5UlSHbmlu3T6j9kgWaiCZj6bqOzWYnsKJWJKNJRqO1AyUeDmMMqK6T/JN+EAOuwnuYjgSEPJlQTkzyggLEyDD0wLR5i6LFWIt2mXa1Zhg6rp49FU5G8Cgbr7MjjJlzV2KUMYcBmLgolaOqG1xVYazBj6N0GLV0HSIBlU1cMxUMUw6NKS6m8qW0BWOkcHA11lW4usW4mqwMn0Ws+6wF+FpxkicSCdcqG+muZzpb+cyA2TNHkARxflTq05k/0/O++sV0Wj7rNU1IDwlFJHQH+u0VPnq0UgyHPa5ydK3EN7RtQ9O2uKYmH92FIj+11nLcLqibhrZdYEv317Ye5wJNIzJ2a6uCYoiqrG3b2SyL8kpuGrFN/JGMFN/j2KMUWG3mQs2PI/v9XtReiGot5WK6FwJN3czGbNPY6CZKM73+6fmnz2X6Gbj+rKcRzDUKJT41Tiuc1bRtLTEXxkhRn3Mx2iseFOpGyrV1kAthFE8mSyGSM0Zrcc2uF5K6rgy2VlRRY6xwh5yTa1sVFczEW5mNzHKWUU5dcXp6SuUsYTiQQiB7QQyF4yNz5hhGcgxUdkKQFDlG4T586sp5+bgukpUobbzn+fPnnJ+LEjOGMF+js1T7M65HdUNGo+bvGchxDjb1PmCMwzlLVCJJruuadrHk7OR05p8cdnuuzi/oDx0pBFbHp5ydnvLw4UPu3L4tI7yyTr9kkvDDapXyfZMVNmmMkhyrrBNJRRF0lDFrTkH4beMlOY6kYSAOWxQJozJOZXTYo8YNVdoAGRMuiDEy7M8J4wFUxmjAasiRGEfGbscQNTp0ODWwtJ5KDajUM3Q7hmjZdx4fIodDJ4W1Mey7A/tDJwWK1jx+/IRnz15wcXGJ95Hdbkff9/9MsQY/FQUKRXUgrq8OcStRHAaJWd8fekJM1HUzd4cTNBp9IGrF955dcN4PdGPPWw/v8c5+x927D7j36C5ZwePzS/7n3/yHdCmzeL7heIBbY8uJPWF1t6K6fUtGCDliasv67pK8GYhPt5heo5XG3b2NvrXGni6Iu47tey+40HBlR+Jbtwlv36Y6OqKpHJvtJdmPjMOOMVsS5mXVQ0z89m/9Nu8OI+tGcXK65gs/97YsDDnQ7zrGbuTi2SV+jFTrI5JS9MHTVA3r1QqL2GU7t2SxqqTAqipMUxbYsmgbbcgxkxN0m4GYNZ1RHLRibzQpBZIfqdc1y3bB+vW7UNdUdx+QlGUYMt9/731+6x//Noc4MsZAcAaMoWpXUlD1xZlz6K+zSVK6dvssR0yZzkdsSFQhUxtxjs0x4ceRq6tLlss4FyhKG1xdo63h9v0HuMrwyXt/gA+efuhoXU1jNCiHjg27nXAOHvYd1tU4laVAsRZT19RpQbNoqeuaw3Yr/JO1ISdNXRtykYMbrVCmhMo5W0zdZE6MsSjnMK7G1g3OLgo/5RTXHhEx4sNy8wr/1Gglv1zDFI5JymmWF4YYZew3/wwEDFPIvRAOB4YyxnDOzaZqxhhygeBvqnZy8e3IxYn5psxYXkYqfAEp2mqryP0ef3XB/uoFKXiy1uRCADTG4qylaipc0/CFf/HXWN2RVPOmabj/+luosuBPJNPVag0wB4imlGiahvX6SAyzFstZ7ju9nrZt589QXe98pODZbbaCwimRqy+KNP3F02fzyECkwUq8V6qKFBOr1QpTilrvPZvNhhACy+WSqoQbgoygZDQlBdZUWDvnOD4+JozuZn2CM4rGGUxlaVc1ZycrlusWj4ykQ0roJLyeCUlxrhICeeGp5QzokRzMLMOvjCUbR7U+kkYtZmzlaRehjCaLo4ZSLxmOqVLQ9d0oY5DyQh++9gA/nHGyajlsN2zOXxDHgeg9ROG2hUGUVW05VzlLIKEhlyDKP9oRvGe/3/Ltb3+b999/n+1uS2UsTXV9DfwwosNUoEzoni4Fa4qJ/b7D+4AfA27Vslis2I8HIonjs1Pu3r/HW29+jnEY+MH33+Pxhx/x7vf+gLGcxzdff5033nyTr3/1a9w6O/tD+SafdWSk2WpyxYqWs/UJQ4rU6wbXWDKeXDgnOXZkf8BffJc47hnGSIpQOU1rEys9EMMT1PCEWh9QQN1vGbqRq0+eMaSWqj7GmhoTFVptiGPP/uIJEc0i9pxWHQ8Xe04qS6s0Ly4/Yuuf8/vvvuByu+ejjz+GnKm1ZugHhm6UQt1oDiUh/OmTC4Y+8uL8gu12jx8C6ZV1/I96/FQUKIJmJoYxEEIkISoSP/aMPrDf94xB3C4lZVHmq6CENAtoZ/FJ83Tbo548ZxgGdkPg7OSUVd3w4OyEz7/xOn0MvLg64LtM3kTOjh7glgvqh7ewbY19einmQDj00qBfqxiv9vhdj73ao2KmjhD7kUNIOKVpmxaVFMN25El/QSbz5JNP6IceP+x59vwFl5sDplpyVN5zyon33/8QfXXFstHce3CXW597HWMyWkUOvaffdXzve++zvdph2qUUKEksuZdNS2UslTIycydzNQ7YymDrgDFikFW7Sr6qGmcdztSMOXOVIrsc2RrJ3TDZsLCSKnx0+wS7XGJu3yZrR4iWzaHj+PSEsN8y9AcwBqylXctm07MXPs44oI3GOidd3KvnOmX8EBjNyKA7CYjTQpCLMbHbbiBD9AGQjcVYNxP4nHUi7YyRED1ZZarG0R8OxHFkt91I4urQkxYBa4UEFsmEFAh+JERPSJ5Dv8UPnbiNWkuKtfBJjMPYGuMaCTRUVhCfBEo04MK+NwZTNbjK4poGVwIU+8OBcXgZ/v5MCLuARC/9N6qQ/9WMLF4DJ5OcZqIlvAyNTwjKZy6yanoNP+wefIUfM5NTxL7fFcJgJhfJZDHzTgnlAwlPzEEUTeUIZZxjrRROAtNfv94J9ckZxtHPaq3tdjc7w06vJ5SiV/5birjD/iABf10HZLrDQVxG93v5OhxkPSmhcsZoVNnsN5vNDeRERmSHw34eJUw5L9N4R4L80vyaFovFp+z/p0Ouf027qFm0Dc5oNJLrk5WMRlXhi5CK9DPG4oldBnyKGRmdJLg+KkJU7HYjRhsq46hMQ+U0OQ7kJGq8XFBAphEeuoztBIER0zb5mRQTrm5YZPFq6Xdbhq6j2+1LoyGFqNK6hAQKr8sU+fUPu45e/d5ms+H8+TnPnz5jc3mFKTETCq6v8ZvI3vVlO0eATAGGieJZ40PxQUFQ1gmFUoKm3r93nwf3HlBXDYftno8//piLi0uG0dM0gvp94Z0v8Lm3Psfx+oimbuT51Q8PB/zMI4sUOCKobgyB0PX4phaUpDsQtCaPW/B7Un9JHLf0+15oh0mzSz1p3DAenhL8hljiH4bBMA4jfjyQtEUbUCqiCKwqT2sT68VIRhN1z5EdWLtIazzWjLi4w+WB8XDOYbvjxfk5YfTk0TMOnrGfxphg65qYInVTl+ZBlVgB/8+3k2zOcuH7biClkZQtMUkeh7h+ygzeFHKlMY6qWmCMJQy9dA5G4XPik03H5XbHBx9/zGbf8+juHb72lZ/n9vERQ4JPzi/4B3/wHQ7hgE9bPvflu9T3lizeuoddtdhtDzFjsqM6qqjPai7/4CPG/Ybq2RXusqcpRE3tIxWa9WKBDtBddJz3e3ZDxx985w/Y73eMY0fXdTy/2NEsj+f3nGLie9/9A7qPH9PUhjc3O97+P31dxk0msd8PHK4O/JPf+Q5PPnoCtiYpRadEdVBZx9LVtK4Sn5LKEr/3fZTO2DpSOUtbNyzbluViwdnpGcvlivsPH+Jz5kX07HJkYxSN1iyyRVeWprHcvXuL+uQYbt0hmxpYsDkcOHv/Nnsi2ziC0SjnWJ2cABBCFsO4MKKspaqLVO+VGz3GxNB5LD0mK+p2iXUG0MSUuLo4l8A+7yEjo5PiBzGhAzlJceLDCCpRNxX9PuOHgasXL8g5MXQdae1x1pKVRqXE4D3j0OHDwJgGdt0lvj9wtDwiupoYDMZJcWJdi60WKO0kSTnK2EzHIATh6DHW4uoFVVuJUqhpSRj2lxuGvvvUNf6pm3xqu7WeCwJFGXFOBNo8pXrczHwppMmyyZUB0Nw5T883P80foSt8lUibitoHJamplVIin4RrHhiiossxS/hY8i8hPuM48vTJU5p2wXq9nnkc18/lmUygQoj0/TBnrRwdHVHX9Txmmfggxph5HLPdbksxcgAyzlhClO9vNxt22x3DMBBCoG1bQZjqCq81/TCw3+/Z7Xal6BEpcUppRqO89+IiW7elsGIm1N60vv90gaJwlWG1bFiuGpwRD5OxH1BTXlQGVeTNOZeRhZrQsWmMZ9AGwAGZMQS6kLnadVSu4mhZYRctVdtC2JPjQLePxUMpzcWoNrnIri06Z3wvcP+Qvfiz1A2Vs6yXLVdWs9Ow225FrDAjF4aUA7EUVNZ9to3Aq9fTVGCev3jB08ePefzxx1xeXGCUoNI3pe83ydrTa5+eQk08nfKXfgwMg6cfPNoY6qadpcFGa4yzvPHaG7z2+ms0VcPQj7z77vs8f/6CcfScnt3i1q1b/MIv/AJvv/02J8fHUpROr+HVt/bD3moBQgORkDxhHAnDyLDb4StL6DqCUvgYieMlOeww3QvicMXh4rJ4EBmGrWFnDdYmtMmE6ACDUpmu84zjnmhrlBVnaYXnuBo5aRKL9YhCEasDTnkWKrKwI0731HrDmDXj4Rm7qx3Pnj2j23fsrrb4Ici1MA7knLj38D51U8uYdbEUj6iYGXovhnE/xvFTUaDElBnGyOHQMwx7gTmVZiwdTkoUQy6JbTfWFUjUkkKAnKkqIfA19THbyxd8dHHFkH7Ae8+es/eROycnvPnoDdaVIzlNuNjjn2559uwZofd0bx6zunsKpxUMkd3VFZWvyWrF87Hjqe05jpF21PD0OeM48t2LJ/jW4O8sSE/3pI8+5sPDFbs4cnbrlNt3Tmnqiu12y/vvf8jR0fql9521JWrHqA2PNx1/9x/8I4wDYxO32zVLU7MPmi5aYhRGwGBAjQmtBjoTqHSP2R5QWqz1lcpYHTFaUxmDswZnLMdHa5bLJT/zJyKjUvyPv/1P2PYDvc88WLS8uV5ysrY4VRP6A3mnCK5B2RZXGaw2nByd8PTqUgLLVCaHwNOnTyEjhLcUUVoxRMk6GfoePwzc9Inou45PPv6Is5Nj1OkJ7Wolna2S8yckUYHuVU5YregOe8YQuLq4ZL/ZUlU1CoX3vuRvyPOEYcAZ6TpzErXIWEK39rs9h90V/e4KZQyroyNef/MNxm5HlQecsxhtMbbBuoa6XdMsVjSLNca1EpqmLWqGuJPITqtGnHRtzeHQcXG55X/9//yvHIaOzzpe6jCnhbAs+hNxVSldLL6FZ6Fz2WC0RhU/DO8DtkjutVIzybNpmmsCbGTmWEzR9dM8eUIyPgXqzBwYcTwVF10gZfT0Z/nZpFRBBDJ64unc2LRyzvjoyd1kLiVvWjZ1TVX8PJyrZhh/GAbGcURr8L6mrhtyTmy3uxndGIaeruvZ77aMw0CMAXLi/OKccRi5uLxgGESFlpHuum4aXOXmgidOY7QQaZqGqqppmrMbUmI1F0TOVeVEyajJVRXrghw+e/6c4bB96byGmBh8FCTFGuH/kkUyXkYU6OJRmq7HMopclDGajC7iLimMExCiZxgCF1cDWlt225Fu0TAsGmrVYRgZ91tySljtRCnkLDEafMylEFIYFUjai7GbsSzbJVYprAZTtdTrE0LW1NstqHNiELPIRL7Ol5mZUT/8mJAvP4689/13ef/dd9leXjF2PbYEeuZUKoLyXmd0cH4M+XM6HylJUb4/SDJ2SJnKaKyVBF/vR9AZqzS1a9BZ88EHH/KDDz7k40+esD/0uLrhjc+9xdtvvcXbb73NowcPX8pY+lHGPJvNBR9/9AHnL55yubmk67cMw8j2CkwOfFJVvHCO2llUuECnPWfqAuKefbdjGCPdkGlrx7KtWLSKSmn8mMhYjK3LtZoZfM/ucEkVDtSpQy9HKq1Z1kXxVi0xecClSFSGvQdFpHaJ28eWcbDYBCopyFY+d53RWpSLdW1ZrmrObt9mtVpxfLLGOVuclf8PnGb8x31IuF6i60f2+47lUhQKAs9GclZl5ikeDZN76MQLICeMUVRVxWK55urqkot9z24YqC8MjXPs79zh5z/3NutFS2gqLtULXlyObLdb9rsDy+fnDI3lZFmDhv7plkzCOsc2jJxrTxhGFkNi9aFErH/SPyOdLjF3LP5yx/h8zyf9JXsVeP2NR5yenXB2cszl5RWHw/AK8Q8yhqQsHsPlYeC3vvMu2ia0S/zsozd5dHKbPmrGpAlRE5VkMgh/IOCJuLJBZCheFhLprqEweaQrXy8XkuD88C69UfzOD95j23s8Gn96ypHR+LBC58zQHYDEaGq089RtRYqykJtiAJVVJubI1eWVvJmUEeK8ZoyBru/n2f7NBWccR863G5yGVVtLYVHVM1FQay3oQYyQEkplhr5nfzhw2MnnXlWVdC1Z5HF+HIssLxZpZoGjQ2QsHI3txQX9YUvf7dBGlBC3795hPLT0V0+xRgvRWLtSpLS4eoFzLaZqiEaY8FOCscpRyLOuKrJjuZHPX7zgd/7Jb1G1Lad3b798vl8ZycwISukKp8JgKjqU0qBi6dKuCcXkLJ4pJc12sqGXIsURYuGZlGJgyp6R3Jh8nQx7Y4wji3J+5bVOBUou4y0hXk9XscDuxUOhmOu9tLTnXBR68nqn9z6FDkKaJcXTphCCZxx7+t69lGC73W7mgvRwOMg4aBhECl4+u67r6PueFy/OX/pMrLVUdVVGMkUl40ORDovaqG1bTk5OS5KxbFZSKInbsHxpVqsVVS0QuPeeq6srwvhyMToVPkoJmlIotoV8PZ1gI4VoDKVImdbCa+m4nBGF0RPKHAkxsO96cXhVAQaPHkZWrqPWHr/fyL3ohPCP1sVDQx5LK4VWsXwZrNU07QJnLc46sraYuuGw36OMnseVQz/OaN21a/Fnb+Q3i7UYI8M48PiTT/j444857A/4cZxHaPkmqjgVKbxapAjvKKNK2GKiH8cyesgFhNSlQPEYJ8WfRhFD5PHjJzx58pTziwsAXF1z7/593nr789y/d4/T09NPv4k/Yo2y3+149uwxl5cX7PZbxrHD+5Gh0xy05uLqCqO1mMrFSywH6naPyR3d0NEPkc0+ElOFNZHaSXhkiPJeXZRzl1LCj56u36FSh2VAp4hVltqJaWF2DSpmdLCMSTF6sDZhjeZ4Ydi1FgPoLOZ/SmWUzhIfQMI5Q9M4bt85ZrFYsly2aKMZxuGf7xFPWZFFEWEsdSOx18mPjN5zOOxRjAQzMPk0pOL2aJ0jhJGnzx5TOcfQH0OK3D69xRhESfNk1+HVOf/b7/02q0XLenXEHTR3Hzzk6ThyFQO/9bu/Q/V+yzd/+RusF0uOf/YhadPTPb3keFBU4Yj3D0952h/orCfUnnM0UQXy1RVptyUd9nzljdc5vXXKw3feZnG0ZLVc8LypuXhxzjiGQs6SraDLmX3MEDLjvuPiB1uyySiT2V6O3Fs+pes82S2o6qpA6tI1GyO5HmaaZWdRoKisqDAYFBZdjLREL9CPhn/4+3/ATkde+EBHJqjMh7staehxqWNzvuDj37zgEALbqiFph7Jr+sGz7Xq2Y08XPLlyZGOQ7Uru5pgzPnm+/77YV7/5xc/j2voln4jt9oqPv/9don+bo4VjtVxgciD2AzorHtx/RFMJGXq/3/L44w/Y9z39OJJzpm2WfO7NzxNDoPeRiGZzdYUqRMtbt06parHZ3+/2dB9+RPBiNpVzQClL1azRzYr6NcfY7bnQoghQBky1lGhyuyCphsFnVPKEqQjMikUC48RQrG2XaG0JAd774D1+8MEHfPDe9zm7e/elAuUzpZR5GtXIRplz0X+URTiMnci4cxY6pdKCRChN7A/EqhGTJWuoKotzGqPFrTcri8KhUYyjpxs8Y8hUUcapIQZiGAleRiBSJNzkBTAXM4lEUgmlM6q4NpUgbkEGMqAEvbu5sLvKcef0hHH09H2PtVIw1HUzE0ynAkIKGc/x8RFKwX5/YBxHnj17yjgORVkgxFnppsXm3Dkr6dYp8fzFCyG662uL/sViSdPUHJ+czERcYyzOVYVUXBePG0ktdq6iqhwxRq6uNrOEW5VN5ujoCFdVbDcbRj/S9R05DNw0fvch0g+ewxBwYyhuxo5q2aKrBl23s7mdzxCDZxwGlBpJPiEgvrku3rSM2lZNBUqzbBPDEOn3nn3wuMOOXB8Y9cj26RNyiDTVivromJM33hDU2dXiZh0zjVVUWpMw0jRpTVKagEa3LZUznDy4R71qGbod+61i3x1mFOUPK05uHlprLi8vefH8uZBj33sPX+7jm/fEfDskufCmIuVTR4a+7xi9FxVQ4QrZkl4cvEjL+13P+eU5/93f/u/mROSpeH348CFvvPEGv/iNX+QrX/kK6/X6Jcn/j3r87u/+DlebSxmJqsy61ixWNW89uo2rG6rWMMaEDxFnEpbEoe/JceAwVChTc3b/liDhuiMRxOdkHIhJsc+ebkwQe1Q3wOUGXYOpwI+JrjdcbragW8a4huhRY2ZAM2I5PV7jjKVyB5a15s4qs3aG26sFPoCPcNj2hBBYLRas2gV3bh2XCYUn+C1Xm2eM/rMR4X/a8VNSoJRZo7r+u1KqmClNxD/IOZKTmNFMX7p0bcPQk2KgcxaVoXYViUhI0MfIbhh4fHHO6bCgyYqFXrKujtjXjp7IJ5dPodtz6IQ06U4X+FESjG3ItAP4w8Cu76hiIqrI4BSBROg7dApYC7eOj7h/6zYnyyWubagrhysV/av3dKAICVOiS4Gr/kAymWxgqbYwZBZJ7NObSqB77wWlqCqLShE1Oy+W7juDE19NXIm6UqjZJv3ycstWB4aU8Qq8gl3wnIfARddz7CxPnl2y7TsutSYqQ6IVHxQgFvWOLl2/KDSuoX4U9OPA5dUVh8OBYRxeuvn9OHJ5+YL97jZ+7PFDh3dWyM4JlosVlZNk5BA8h8OOvsgIbRbVSL1aC5FxjHSjZ+xGrFKYEn5Ytw05C68hHjqZyfuAKhktxlpJX1+KGdZhsSqmSAFtK4ytQUvgYEhATgQECQoZrPMlr0VhnAMsOYmE77Db0x8O+B9Ckv30QliIp0iHeKOXhhxLaGapBkgyRlMKYhC+R5GQmsJb0WTxgNBGLLWZgsdErh6ShCUGL7EAfpxGJE5cYo1I4lVp4yeDuNnseipKptdb+AMq3/iZchhtWCzawhsJhUNkqWspCpqmntGTGKXbnvJhJsXPpJwRxCgQgi+bkoyIpseKMWKtJcZYUBCBvddHaxaLxcxpOT4+Kc/dziGAkyR7cridHqeq+muPGcX1+8+JYRxmjxZSxN3gg6eCCI8+MPooKFTxntDT18yDtaiUCEkUPVEFcQcGSe5WhbSpwBpFZY0oHaPGa7lGQghEEwjKM3adEMy9Rk+qx5IYrqbIBq1LozeRkGXklXWJUTCinEuxoW4bvPcSqpmz8I34p5cnEyLWdQeuri45Pz/n6uqyeJl89v2Qp8v+M2qFXK7FCUULUUaVVVVdS6jLWHcYRnz0/OD9H4jTcCHQKqVYrVY8fPCQe/fuiazYvZwp9KOqeC4vL/nwow9oakddOW69dpvTRcXdkxZtHUmD9lnG1TmjM/gYSSGSs8aYisViJc1mHpliXlLypIggMqPY2ZuccSnh0LjCW0sJfBjJyjIEgTzVmBjIjApClPNttaJxitOVYagUMSnGAGNQ2BTpB/kZrZA0aZXJ0TMOPYfDVjiBP8bxU1GgKJUR64hISp7tZoOzjqOjE/RqxXq9kqq565m03348kJKnalYY47CmIoaR8xfPqOuaqmkwzmCL2VkfM9+92LC62HH5/gveOrnP3Ts1b33lDV5/dMbz/+V/4eLqivfe/QHdvuPO7VvodYV+tGb8xy/Yf+djwpPHxO7AeyvIjUXfPaIfB64+OefRwwc8+uLb3Ln/GierY9J+pOs9l/WBDz56wu/8/nc5Wq84PT0GZL/pTGJnIjl6hhyl2MmagOFi8BA7vrS+zVmz4OHZGSEGPnr+mNV6xZ07d+gPe4b+QG0tZipalJLwsKzRWGLIhAAfPX7CZrflg/2BHZ6oS7C3ynQonqPoj+/A3fvcbc44Hkfa4cAQI12MxftECWqiDbYSF1ijK1HrWCs/YxWrpmXVtIwhcH5x8RKC4n3P5cVTri5vsbk6p3UVeRhQaYScOD65XRCAwp3YbUFJpop0+BqjW5wxrE4bDt2A2e7B9xBHmuWaum6kxVAWjUDzthZmv7LlT6XQ1QpTrzjuR+LYMw57qmaJW6zBNgQcwtVNYoCVMj5GBp/oQ2K1klTmTAU6slwcsVqsWdU19Y2Fb1o8xZFU3VgEy2os5AApRIrvi3EGZ2Sl1kqVjCawuTjT5IDJwjVSKpPDCFFBGjBGAsdkQ5JiRUiOWfg8hx2+PxDHjm6/J8RAVbc4V7E+OZVNumlR2ZOjxyfPQCDpwhWYutxUOBQR6oKu3NxwnHPcunWbEAJHR0fzRjGpLaQICex2OyYTttVqxXK5LLyQirZtCSFw584dvBelz/QYocQ8HA6HG+NEGSEtl0uOjo64c+cOx8fH8+c+5awYY0U1tttJxxoCrhA/JzVPzlAVvsluv2e/39N1B8ZiHBdCoOs6aqtol9fnW7xZAi8u9wxJc/8wkKuWVov6UJxqS8CisoKQICOKyZkYozGVkM1JAykFtNJUVnN23JKONPmORfVbdLdlUVksNbv2isTAmKBKCm0qcTh2FTkJnO8PiUSQGI0s8lIoY9sUyDmQwghac+v+QxbrAyEr9ts9F88v5rHXZ+YbvHJ89NHHfOdb3+Lx48dcXlxS2etE7FeLlMk9+5oom+fzJsTozP5wYCi8I2PsXKCEIC6owzjQDz2jH9n1+3nMuV6vefToEV/84hf5lV/5FT7/1lscF/RE9qAfrTCZjsOh5+J8w6MHp6yXjj/xM69x62TJ7ZMFY0xcdgONBq8hBE2Mhq0PpBhYLhxtG7i1kgZXRcXgDSFkxgFGHxnjJSkpam24s9AcOYOrMtYm2kp8V6rco1WiMpBVD6qnJhHx1DFgsuG43tGcRf7Fr93Bh8TgM7uhYzd0fPC+4vw8s+m2bELPR+9ZCcq0jsPlls35hraucPZHLzd+KgqUSVp5nekhPg1ifW1oa0fXd/hxmEv3XOy/lUJkb9ZKNxHHYjyWMWVuXFc1dVXRrNbUEdw2YrVDW4dbNLj1gqapcXtL3wkBL8YoIxVn2MWBF4cNY9eRh5HYCgnThIwOWRAW4zharOZMCd+NRDJDMCWUqqNpXo4nz1pMfWKQ5GIhocn3Q8oMITBGzxhGuqEjpIAPI6Mf6H3P4AfG4FEkbNZonecCRSygMjFCCDCmyBgjfYoMKpH1tSwVFAGIxhGrmvroGBMDw9DQ5MSypFapyqJKgTLvQ0r8JTBSoEQDq2bBsm1lVly8LF4622pSqhSv1JxKAVIC4LTkScimXSbeSs0dn9aCpFhX4yJUVSCpBBFsVWOrmmwE6tcl3VUhgWPKGpSRQkdnSEq8XLzWhBiK6VqDKqZ9WWlBC4wt1tAJ60pRpm1xAq3JKrNaCRG5rt2n+UY/BD1hnuvfvBfks9G6FJtqarfnaegsz9RQgtYSRMlmQss4RpffmxCUHIOYWnV7fLcn9AeRHOZMHEZ8Iau6qqaNsbD7xTekXiyKYicQ9ERmFNMuvMi9Ey+rtsRILaK1BO9NaMlUWPSFpzTl2kyb0VTQTZ/XlK48/dv0c8MwzNwlGR3Vs8JnQmImbkIIgZxhGHz5ncPccU8oyeTCezjsyTmXIibiKic8p+IuO/qxFDBSDL1yqmd+j8hgBUUZfWQMAaO85K6gyVmRovjT6KK+kutKimhtDNoakpcTr5UoVOrKkrKBbEnRkL0CrcmI0jEnhYpGuFH62iBSa0M2YGwDOhTUS45UeE0xjZL0XLKZbN1QJ1isjogRXHMoxCR+6DEVFDFGri4vef7ihRQVKaGU/UMKlBs3Qp4w4evHm86XEDYVN4v9Sf2V0g1/n5wK4iXn6fbt29y5fYc7d+7QFHOyV1/3j3qIx1CiriyrtmLRGNpKoSnF/XAgeE0MmhA9MQWMzhiVaWpoXMLpUfDpLEhoKgWgUlk8qspojgQ6KXLIhJw47A1x1MQs3LmsPCqPkA+gRrJyBBVBW1IYJTajRE8YnamspsmwXhafrIMEH3b7HWMRpPRdYLcbuXf3NseviDz+KMdPRYGilEJjil+CEzKs0TSNo20azo4WXG02+GGPj1pgd9HpSXGiDE27wGtNTJ6EwkdJLDXWcfvWGcdHa9565x2WQ+LWe1ecnJ5gbh9jj1awXHDr7IycMrv9jmZT0XcdKcOg4PvjJd/efcCRj7gMlWogGsxlj02JNtU8MEse1keokNnvO7oXG2JM+FXF/sWWQ9dxtF6+/MadITsjSak54rPEaCtjJABrHHly/pyd0jx58gE5J7ow4i4qPj5/QsHFqYzGaCWeIkqhkkZhQFlyEhOyi92e/ThwcCO9TiSjUFaM8VTKkDKjM/S14+TWCcZaFjli64qT22fUbUu7Ekt3ZQwvnr+g73r63ssGWNxkA3meZaaUOD8/fwlBsdayXi1YL5esVitx9HQOq4Qca6xhTqBTGdEvTMhJuTasufYgwbJIihQMKY40K8nBSQXZsbYq15MVBYJWYAVV00mRgkcHT3/YMvqIbY6olifUiyNs3YCRjBmxFL92wM1K4VyDchV1cwzK8oZryFF4FHX7SjH6ymIsuTEy1JHHLotj2YRmt1SthSSrFSorNDKeUmWsUilNlUF7cR2NWmGw4hXkxBzQhxE7GmK/Y3d1zuMP3mXcbvD7Hct2hbMVyVqyNuTKUbcLjs5OaWpHWzmObp9RVZZUgv/64gkSh0gcemLXkYeD+BfdMKjzPnBxcc56fcTt27eYipdnz56x3++5uLhgGAY2m81ceEyFxfQZnZ6efgqin44JRZmKkJOTE7z3bLfbOTCu67qZWCsIzAHvA30/zETg6yweN29axhgpNpuaEMXxVBst8vlSaE0qnxxHUnc1vy5h7UT2/UiyPbs+wGFAXW3QxqGdQ5sGZSpUGNE5sWqXRVqeZlfoqq6wVUVI4oLrjEIbw9rWhKzxEUJQeJ+LI7SiOTqDkDDZUK/XaFeDtsQMSlc4p2hNMwfP5RwJcSD6QmofBxmjGY1WFteKAeQdZakXl8Ss6HY7hkP/h27ofd+z2+34/rvv8vvf+hZd15UKpBQUOQnZPl/L7ycEReVrhdD0OUvGliizvA8SKlmuiQmdnOINpuBLay1Ky5/37t3jl3/5l/nKz/88n3vrLawxRK4J3z/uYQCnFfeO1zy6dUJrA6Q9u13PZtfx5Ok5MdXENKUUZ06aRG1hvcoY4zF5g0IMIB2AMtSVtI2DT4Tk6Q47/BgZek9IgZgjz5URA1HzDG0U1hmMEXSlrkQ5FNZrKufYj4Zu1Dx+qolJ+EfKKJSBB/drHtxtON9Ydl3g+z94SoiZlDWHIbPvM3/6l7/xz2+BAnIhOmNoKofWthAPA94P+FGRkxcb4yweIrp0mblc6GpSQnBd1U6bwenpCbdunXH71in1PlAtPHa9hLMVNK7wXabZt3T8scTOp5TEt2DZ8mJ7Th49dW5xKFY5YwCjLC4pjM8yplKJseuFnHjY0l1uPlOU50tREot8zxiLaRqq9Rp38Kgh4mOkzxEJEwNtLVnBMPqS1REJXrYFUyLlVZ7myw6JYzf4EF4KlLPWIJ7JMCkMzrdXfPDcsR+PsM7Sh4AymsebC+mi20ai5rUumREDfT+KYSwleK8UKMt2wenpKXXTMKZxfs9N0/Dg3gPObt1msTqialpMVWPLQqTtBO3I61JK4O+5QNEabUuHYR0WqHPGD4ngsxQURqzoxZyqwOrWiQOq1uXfNQZD1JpOa7IyKFMJglK32FrUO9q5QuCmoM8z9CSbjbboqmYqLLUxWCPun591vIyiTAjKy+yNOfhu+vnJkqToOvINAuuEOko9l0ghEP3I5KuBKbOElITTEj1x6Bj2W7rNFcpHnK3IzoG16NxinCbniNYW4zSr42OauinRCplDTKJUGQKhH/CHA6HbkKMXq/bp+h5Hnjx5iveBxaJl8jy5mUw8GbBNMumbnJKbZMppPHbze4cC94dimT75kkyZOn3fcyjmbTIWmEzZ0uwIC8xF0WKxeOnPybtFG40PYR4hTWqRqagyxE8txKlwcyIStqmMmzOOJFVWul50QudYCNJlA9eCpCQyIUViuUYELcvFWVY4edooqsYxHDr8MLB7fk4cZFyw7Af06QmLtWLZtpBljKiMGH6RFDlHlElAkpDDUK4VI8iLqRwmJRZrQClSiGxdxc5sBLV+5Ziu28PhwPNnz7i8OGd7dUXOIkWfrt+pOMkpX0865cRe3wmliA8x4oOXuIIkqIixBjMlIJefmdRq8yPkjDWW+/fu8cbrb/ClL36Re3fvFisC/anX/OMci7bm9GRF5TQqR/aHjhg1So90/YGx3xLiQIi1OPoaULVCa0eiJieNDxaygayLpFgRsiEAWVVl3YKkA8lYEmJUmbNGZUXMWiwFkoQXWq3wQeErCc2OWbEfYBgFeQkp41NEpYiOmcYIh+ru2YIjX9H1K/Zd4GLr0V4Wnx/3I/qpKFCmgUTtLE41JSjP4P1ATp69liTjpnaMMZDHJAoeoyXJM5W5rb4uUCgjIIAHDx7w8ME9Ht2/j9r0+Ccd+tYR+eEpatGgUVTOUdc3CpRYCpSY0W2Du3XMu08/Zhu2POCINZp1djg0jVbUQaH6CEmcIg/bPd2h42qzYTseCvH35fc9xkAfvXRcBmzlWKyXHN06I6gtMR0Y/EiOSdJ8jaZdyuhk8IEcgtiZxyAEBSgbGahCk1VI6GBEkVTx2lCI8kGJVHciHH/47AkXu0tula61Gwe89xy6rpBLr5Ue281WUjSHUFQhhUypYdUuWDYtb775JidnZzz43OtUZby1Xq05+cKXePjwdU5u3aEyDmsMtkC2Ag8gizSgyCLxVLrIynWR7YlRnHUOXVVQsi+wjmwdaLmGlDFoazFVTTYlP6csUFZb4mBISpO0RVUNtllSL9e4ZinJxVUtCg6rXip4lLGiuEGBqsgJedySICsmdTeu8RtQNBTi96dKk+lnpSCjbHIpJhQak1WReJfwtBjRTkhtFoQwHTxhGEgJnDHoLONIijSaMJLGjm57xfb8BanucdZB06AqR6NPcLVFqYixirp2LJu7aKTQjVnRFRv+YQz4rmM4HOi3F4SxQ9fXyFHXd3zw+AO6rmO5XM7d8EQunQoUrTVN03B8fEzTNNR1Td/3c/EyQ/c3ipOUEpeXl+z3e4DZPG16rMPhwG63m/NEps+9rltAkpqnIMCqqsT34fiYtm15+PAhbdtyfHzMOI5sthuurq4YiwIlpcThcJjHGLVVnCyul2IBJHMhlmt01WCqBmudcIO0kfwh2xQWcyRleWyl5XwqI+7HMXgZ32Uw5f07o0rUR8A4IdFvtpGr7Z733/+QfnsAnzi9cxt1fMxdbVmf3Zp5L3M6ORqm0UJBhfyQGHMC5VBGY+oaoxXtcsVqtebk6Jjnn3zCeSWS9h92bK4u+cH77/H4k0948fw5KmecNdeE/lKcTK8pF4ZsnhYxQCvhTcUU6ceRQ98RCl/LVpLfJP+eSjPrZb0sm8rkCPzOO+/wla98mV/6k78kXCjzz4qbXB/HRwtUukVbGXLynF9tqZzCVklsDfYv8L4iRBk5G6PJxzWoCp9bYtAM48TnKun1OTEkJ7EWRkk8hW1IOZKm/YIkl0XO4kaL2CooMpZE7RR1pdCVocmGzQFR7ZDxOXAYAwovo556wFSJhw/uga5wDp5d9Bze3eBToI7xM12D/yjHT0WB4oxm3Vi8rvAh4ePk6QFCUTQiYY0CA85x0oHChhY2u9GKum7EBj34MrNVxBhm9rhqLDw4gbMlua3IRpXZpscHP3dMsvgkhn5gvV7y+usPCX5ks9kSA0QNhybTp8wmRNYLxdlxgyoeCn5VEXRkGDXJWJa6pXqVMe4syln6EpBnXC38FT8CCWU1yShCVjitsW3LvYeviTzSVVKcpFA2nyw24xkIGe8j3WHkcOg57AdyEo6LMkqqeKB2jpPlomQydCQFXQxshh4TNOMwFshZk5UoQGKSz3I3DPjRE0Iu5D45VxTNfs4ZV1U0Tf3SrLdtF9y7c8zprbu0q2N0mTtfq0WKMsjoSWcgfa5SpAJjxIz8HsI/MNqRtGLMCT/NrYUeOjMi1PQcSbwgFKByYAwju/0BP/T4nMWp0liykcIlFwaLUeJ2qzCobNDZlFG8jH9SygxhJOZI07RSNN04pk1W3kpBR2BGUKZF+XoEdL0RpxSFKFt+a/5+mbGjhOAo3WSSoj16Ut+hjUVXVeF2SXpuVbcsj47RZBbtCucq6tUa29Ss79yhXixYnZ5QNxWmrlDZAlr4DhkpXoymtkbQrMpiW0MKXmS+033tHHdu32G1Wsr9FMQobrvdMQ4D2+0WyEJqr4TYOqEZOedZTfOqLHUqPrbbLV3XScFqDOfn5zMfJcZIXVXEwjVIRfF3dnYLZ0VebEoq9NnZKUdHR+LzU8wCtdGkUgTmGNluNjx+/Fi+dwMFe5n0LIcxGmukKcgocb+2DsE/RJGljcVWNUklcvT03QGtM21bC/qnDN5HfEqo6FEpFpv5hLYZqyXDRWeNxlA1Le0qUC2WxKhQPuHaBbZqMFaQx2QQdYYur19PbiG28HIMJEtdLYWnZTTNssJohSMT3IDKmqOz22jjyE37SnGdS9ZTZHN1xScff8R+syH6QbKtENRnavykmWS+S2fjQFW4dGoyvRsYgmdMoSBPpqxJaka2Bj8pewTJVQqO1msZ7fzJX+JLX/oSJ8fH1MVD6Sd1nJ0dc+vE4hgxKjKOPTEmbIRxDEQsYwgMXSiUA83lxnDoFbgkoXz7IMG4PjMMI8HLCCdlcQ+W0ZclxIT3mb4fGMfrlc5VtlyzihQT3o9i+pYdbBX1gBh9pkwMQUJcw4jWI5qREEYGEvtDh6vg9q0TlBl4cp6oak9deZr6xys1fmoKlFVjGbSTmVvn594yg/AbsiZEIAucnZOMRkL0c92tlaJyFWPuGUYpUILXM8EKMsoZuL2G9QIaJ5yEnIqkMaCNkBNTSsQQGMeBxaLF2ruEELm62vLxJ09IKdJVMm7y2XOvUYzrSqipKRGXjkBg3BuysSx0i3up4yhdQF0R9gmlxPU1KzGr0mSMEeVMzIqoDbpuOL19l+VyyfF6LZLrGNAqyQgpRilExkR36Dm/3JCfn3PovVTfOc/jCgVU1nF6fMLB7tnESNSZIUV2oywoYRjRSlO7ioyQzsYQGIOn83IjpVQWF6VmkWwqIyPrRIVwcwFvmob79+7Srk9pF0disBZl9CBFCkII1LIpXpcYUrxMPBBdvqzWWKNmNGgC7gsIIzPmshJKIypBgDpJYmsInkPfE/wo9ZUS1UtWmqTLTBzF5PeScymacjGNypCUGJKNwRNzom5qGZncOKYC5SbRE6aC5BpHyTm/9I6vnV2zWMxnhEg9weMUZG6uxIQDQYpEP6BSpK1cMX6TjdHVDYv1GmsUi3aJq2pWp6dUbcvJvQfYqsK1tRQfRkEykITPUhpYGW0a0M6ga4uLlRDHb7xvZx1npyvqRpqGYRwkI2u7LeOXPaYQaJ0V2bG1JeiwjHUm1GLimUxEyd1uJzk8fS/ckUK+tdbSNA3WWrGpv/GZG2O4dXZG07Ss10dY66irijt37nB6esqU8/P8xYuCooa5udnv97x4/qxsjopFuyimgp8uUCa0UZLXZXQreVMCySco0R0OciDmzBAiRsNCS1K7UkKqHL1HFzg+xogxmaaVRNvKasianBRVXdOERNUuCAGUTbimxbpKiNwotJb7NE5FQPGTEV6TwZkKTUVdCZsIDfViKlDA644UEqsElavZpJrxFfgv50SMnv1uw7OnT+gOO6IfsZWM0tMN5CSXAn8e8UzE2GuqCjFHiagIHp8ilXUoe60gCjHgg3xOIYmwobQ5rFcr7ty+zS/8/M/zxhtvsC78pX+Wkc6rx/HxkvViwX4jacMhDMQQiUnhfSRhZumzNRoTNZvtAuMMSUeGMXG16RmGwDAEdtsD/eBRWt5HTJL51bQtOYkcf7cb6PoBlEJpxXJVS/yJs4w+cegCUVUkY0gHhRuhkq6+FN0B4ohiRKuBGDxDynRdT8ZxcntNouJofcC6EgbqfjzU6aeiQFnVltdPW84Pms1Q0ccdYfBEP5BSZH8wjGPg0HlRLigwKqFVCWmKiW4YZyJbDJ4Q5IJIOfHs+XOsNdy+fYumrqmOl9imBq3pizzxxfk5FxeXPHr0gMWildCnKMwKawyqbrh//z4nJyf0/YGu76SoiYHej+wHUeqs1ytqW7M4O8auGvSqxsfArXEQYmGxDHaV4//6f/t1SJnvf++7PHn+jN/63d8hlc0r+UgK0GXxWfA50u+u6L/1u7KYVzXOypirtgIdVtqKxb12xJjxOdGrzGCgTwmfI0lntDWsV0tOT094+803OXTSkX745DEXmyvGYZSO3QcWdcODW3exlcM2Fe99/AHb589wdY2tGiHjFnmJUlkKKxQhBZq2ZbVeldmzHFoZXLWgblbUyyPSfk/II9F7Ka7UVGxKeJnJWqzeEX8YtIgIjNFlzCLPHZLMWn1M5BBROkggGZT001QKFVHlKCXdxjCIXXYs7oo+ZXovaguVQFkF2mCyqCtQoJNGWwgxFv8IRUqBzW5LN/Q0yxVRiZfFdHzyySczV6Kuax48eCBqpSzS0pilw8rF9h4lY4iMWLVbXWFNVYI0I8IaAOsMrm04uXWK1ZrKWUzVoGxVNlNDVbfUTYurGlYnZzK7jyM5jFSNQOW2btHW4pqFKD8klayMTUtGTFaFmFsiFRREC1EZojHCu9B67qqVkvMUxpHL4Tmb7ZZDd+CwPxCLxby1lhwDm6tLdrsd66MjVqvVPP7ZbDYvkazFwG9P13XYQmRtCmpzOBzox5HN1RVNXbNcLuUcxSgKEhRPHj+eXW/FsM2xefiIu3fvsCqy0+9/57scugP9MGUDBa42W8ixSJSFS2G0YrVaY1SCeG1kVVvLoq6IY6ZW0BhDYyvqainqvJjoYyR68W7KOZNtK4Z7zSnWWJyxkHtMHhGNXUIRSuRBJBcoP4RIChljKppW89o7bxPGiE6adrnk5Ow2bbtAlUJYqTIKTIJS65LRMwEZxmkwEmuQgRQ1OYoJY0wN2Snc0Qq7jOwvOxjCjat8Cpcb2e/3XBbn1sViMY93uq4TlK80G2V6Jc3BhDDqaewTGMaRfuhndMSVmBPKaGeSlws5VopRozVVXfHVr36NL37xC4KelMywn/Qh1wNoW4kvFVYkv3aAbOjtbaLpGHTPYejIXeQQRozNuFpQIG0NJkukhXB/Iq4WVCSmgHVW1tGC4lZNxaEbimmj4mjdCooI7FHsi9v2clGI1ymx6zpyjljtMSqyasV924+RQ3CkbMha0/QJbwYOfaRuKuEXjulHSq6+efxUFCjOKNa14xAzXVZo3aGUL/P2JNBWkPRKo6QTmMY3WI0ikaL0zhk7z+dBFrRD17Hd7QuXwlAvlmgrndDYj3Rdx+HQMQwDVVVRFZJeKvyWyeJ5ciVsmpoYA/sSLpbJ+BA4DAPL1QptDa6pUFaDM8QQqUcvFt2765n5z335yywWLYtFy/L99/nOe+/OkPY4SF6GR4owMng/0J+fi/GOMdTOUjlJIHZa07ha8ohcg+AZmj5FRpXwKospnAZlFE1Ts1gsOF6vqCtH5RzPLs7lxo+yAaqQoBKkxVU1VdugtSGmhNYOo8wMD18XKAmiEJfrpmaxXM4urHJChFxqbIV1NZiBpLwQAbMgL4qJ5Cwdu56WM6WmKRIo+dmYhRyWlTgR56xkzo5ALFPUx3WLVizHy4KYU55TXgVWltDCnJIk9cYoqgIjvCa0mBiZlKWwKYuipHGP+BDEcwLmAiXnzFUxrtNas1gsuHv3DoqCFCREmQbyHEqB0mSlQYlnhzEV1lZExKxw4tFoY3CVY7laS7FaWWzVol2FVvIzzklekDYWp5UUd1kYEqYyaKNR2sloTUu3PRWdFFwsl2JFZdBZCJtOg0EyooJWpKwY0zUdfJL3hoJE7rYbdvs9fd+TU8Y5WYSHUgiMPkhBZsy86Uw+Ja/Ki4dhKNlN174q0/Ptdzvh55TRziSzVsBeFM2kEDBaTLyaqpJmpoyBLs5fsCtBgtP4zcfIZGugy7hi4ruoFAg3ChRjDJW12OAxipJzo0uBKXLvmHLhjglcoG2FthZrG6w2pUjJZKtAWQSX9KhJ2ZYTSkgI5bIU/5yj01NyAoMTVGWxeMWMLJczlotzaxmilhGiMiJBFT7E9W0zrYHK1MLHUqC3HrGbvPHoORfkeaTvh5m07KwR7k53YOIJyv09IYfX400KYTjeUOfc5G5NUQQTKjmb6ZXHNUVy/ujRI1577XVOT09ZLBYvIZc/qUNe90SaE1deIfWLRijlmlhcZ0LyMtoaMiYIZ85Yg6kNJoNN0rjGmKnrSsaMyWOdpV3I2mtK8rs2hpgk6mK5bItXkpgwGqNxVhyWcw4ll0xMH5UNaBMxuvhuxczgDTE5DgMklag6UQ9dR4+of74LFKPFZKxJCqcsSm/KSZBF0zpHP4x03W4mgR4fP+D46IiTE7HS/lbpejabc1KUOWhVNSwWa7o+8uJiy2//7re4fesWX/nyl3G2wZiKjz9+jw8//IjtZgs5c+vslOViQdd1sxxxs92z33eyOOSE1hbnGsgHXNWwXB+x6zq+/b3vygzb3p7zOpasGIaRy6s9Wl+78SmlePj6I06OT3jx4gW7vuP09JSmrjk6XvPxez/g+eOn7DabIkFGFhYVhbE9KsxYHESzLDi2OEUqNflRqBKrLiOkrBVRQ1057t+7y9Fqjc6ZVduyXq/45NlTLq6u8IMvPi+JQ9jz/e9+n6gyQSU2Q0fnBxkrKV3g6LLA5Qgp0FY1i6rm7S+8w5d+5mf4/e98W2SGyI1lmyW6WaDqlrDdMUYpQkU5ooXg7D3zhFxL8qkpuK8qMHBOaR7FNM0K52q0rQvSYdFKUBZlnGwAheBqVQlsywEqze17r4tTaYy4ugHXkJUUO0zFTpxmi3L+tBZpvCqEnoSM1YY+4OpWFoUb3Ilvf/vbfPzxx7R1xe3bt/jc6w9RdYOxFTcoKKIUchWqXmDXt9HAsl1QVTVV1WAKWtbeeoBpFujFigUnHJ+eYbW4jWo1+cXoQh6XZSLNgy9XSNUJjKAhKck5NKVAiRlikvGiKiRla8s1GIQHZrUm6cILS5qUFT7kSYvNfr/n3Q++MxeCfS8Bb97L9fX8+XPhawUJ0TPW8XB/mAuWlCKXl1dzsTJtVtN/T2TpuhAmp3yczWbDditBoLlsrE1JRl4Uf57D/jDNFDgcDjx7/oymEa+WQzGvCyEyjgOH7oBxDuusFAZA09Q0TcPJyQlh6LjqN/NJbOqK1WLBEDucFR8eYyyr5Zo+BNIwCtIUI7WT196s1lgtzra6jD3qeiGkXi1FiQ97Qhg5dMXCwAeMtlhbERDU8+z4DOcqmmqJUYVQruYqHUgYlUtnXVAuLS1AUedKIVLyl/IUbSALMsoVg8cydnv1CMU4r+uk4Vuv1ixasfYf/cj+sMf7UEi++aUiaKpPjNaF/3d9vUihbWeypqix4mz2N/Hecs7cunWfe/fu8c1vfpN33nmHxWIxh0T+pI/uMJAGzxgDKYNRDSTFbr+l70euNhsOQ6IboWlOaKyWBtsoqlpcxpu2uBlrRX4g/jimkOxDDGitBOnUIhSQEZJwzRQZYzUpJrqup+uWrI8ajpZLVosGY2Ts9kkMooaNiXHMDAcI0RKiBdtgnJMivB+IL64ISTH6LAhdviao/6jHH8un/tFHH/Hv/rv/Ln/n7/wdDocD77zzDn/zb/5NvvGNbwCy4P6H/+F/yH/5X/6XXF5e8s1vfpO//tf/Ol/4whd+rOebZuhCcFM0bQOU5HYlELf4FqRZliasfSd5HFVgsWyJKc7x6WJ0c+1COPpA1w10/cg4eJQ6EBNcXFxyeXkpfAknpDlQHA59WaBGvJegtVAMmlKRNVtb4SrLYrXEh0h3OHC52WCMZbEQySMJur5ns9mK0dz0nqE4PLrSnWRBP5qa4/Wa80YumqwVQd0gT04PkDMmKUxG1BlltCI/EeefVFqVWXMCLZu5NprlYsF6tWK9WhX7bUNdVXPwWirBcCFGDl1HQEZEYy5puKqQjsuCIcRBUYs451gfHXHr9m1u37mD/f4f3DjZGl28VHIZg0zd2fWoqDA/VOF/aF0UNMWamykRt3T4WWGMcBfQxTiOgjAUUp0udt9aafm7UmSV0SZTN2JCFtJkde+uu6Hy5/RcqGuDqJm4qootXkmMNbZCBy8dMtdESq3Fvj94T/SeoI0Q17ImomHaSJRBu5rF0QlGKVbtEusqGatZi7GGarkSj4sSC6ArJ/b9aipNBRmSD9PMNvc3r6GMKi6mE8OnmMNlJQgTgoqoPL91VJ6QFUGt5FK8RluuKy2Ky2tXul8lPIEi8xW0LBSuSRLUwLobm14hXxeL+0lOPI7jtbFa8S9RSmGLYgNkbbi+TQSN896TUioS3TRzW8hw6DqqfYUPAa0NwUswXorXxGZrpQBaLBbUdS0ePk1D0zQM+WUUQRdkxhajSQGfxI/DKUWVMsnIZ+ZK3k5lq+IKrOeZh2xaWrhHJAiCaviyOceYiulsMWNTuZD8Da6qCsn8en3IWZCXfCPRWmcjnISC1l07qyIW+xM3Sl2/pj9sq5o+6xgEfbZW1lVjNM5LNAEogu9fKU5uPG8WvluYSMpZ0HIzmTcW9DPGG+Zs+dpC4fj4hHv37nH37l1u3Tqbr5Efd5P9w44QIgRPVLkEZxoyBh8tPk7qRvGvqeqGqnJCdFbgnC7XSCW+R0ah1cS9A3ImRCFtS3GmC9m5vJdsmJKw48yZsjS1wzldvFEU5KlZMfigyFERPYVTpgvSauY1NcQkAYXxZb7cj3P8xAuUi4sLvvnNb/Irv/Ir/J2/83e4c+cO3/3ud19KfPzP/rP/jP/8P//P+a/+q/+Kt956i//gP/gP+NVf/VV+7/d+j6ZpfuTnTKVBVdZSa82br79eToYlRGH9K6V48vgJSSWR6bsKWze0ywUt8Obn3uDi/ALvx7KwCJEslMBB5wNKV4QAz55fsj8cuLy64vnzJ+x2G77+1Z/n1q1TtDHsDwMff/JMhiRaUTcVx8crPvro8YykaKU4OzujXbScnZ7y5Nkznj17xu/+7u+itOWNN96gchVDL4nJH3/4IbdvnXLvngTIZWAcBvb7PR9/8gnPn79AoVg0LbfPznh+9JSLy3Oi1YwqgxKpqTamUCmy5M+oa1WKs6aMBkzpeqZFjjLDDdSmwtaO+3fvcv/ePX7mnS/gk7hc/t53voNWuoxORL0jjpjFKVRNzbHwEVBF9poygx9RKmOs4t6DB/zcF7/Iz//8z/P5d97hH/3WPyqKDUFQXLsA48qIRPIktLEohOWuVZE9TnLi8j+r7bzRq9KFUGbrzsp4i2lT1kV1Y6wQAU0x+9Iao+W5ojFo7VgcubKry06c5/FKUV0gSceUUYexFmNtsQoXZQQlbM9oS9OuSEMH3W6+xr/whXe4f/8ez558QtvUjMUZ2Y+h+K3UJco+g3G06xNOfvarWK1pXXVdpFmRWutKguP8xKmBInqWtGVucFkoY4mqkE+lwBYo2hhZlHzhRlkjwYVRyfgsZwp/IUnDAOQsm26hZgspmkSavTyYr3Ef0qyqUMbhtMO4KKOcorgRB17xzWnblrZtBW0ZBpS6JMZYEE0JHZw3mkLAnjYnIZEa7ty5MycZD8PAOI5cXl7SHQ4MfT//zmyZnwL9OBDL/TI9hxjHWY5PTzg6Pubo6Ii79+6V4mQhBm/asbmEF9OlSPF0qWsWSQmnRxU5c12LsVfTFvM/sMbK9S64yZxmrMtne52FrOi9kC23+05evzJop1HWoYIHEn3fE0OicQsxI1Si3sgpQvLkHPBDRyr8KbTBDAO2qnH1QjxSSngmUzgk18nX8/VQEN1XjxADh8OesWRwVbW4eK+PlqSU8MFzeXnFh/sPBbUrY1yYpPcQg6gw+74nJEmFts7NKeYpiZ/NND6cxjvT+fzyl7/MV7/6C3z+85/nzp3bN4qun+x4B2AcRvrxgG0rtNPiW6IUPq2JBJQdaSvHQlUcHR9RNw1aS0o7OUnhVkjeUiDIiEAK6oxSwp0yJHJMs+t4zuJGK4alkrLuDHgjvxNzwEdRhiqtydpKFttGGv+cDa7SVJWW5k47FosGYzR9ECAgBRlvu7J2/jjHT7xA+U//0/+U119/nb/5N//m/L233npr/nvOmb/21/4a//6//+/zr/6r/yoA//V//V9z7949/tbf+lv8+T//53/k55w2kMpWtEiyqKhpDL5crE1dYZ3F+1iq9DATpLRWMn9vKo6Pj2YToKZphclfWZSC/W5LDJ6cxPK763sgs16vUFrjQ+LiciNdXrkxclLs95LkudvtGPuRk7MT9OzBItIwlcVbZN8NhLHn+bNnGGMJXjrmurIY+/JJNtbSNg1vvvmmjAG+9S2sEWfZEAMxJ6kDrOF4fYZSitGLwVU/jiUKwOKMhCmOQ08s6iaZgZQFoq6onFTiIfbk0k3lolSKSSSgAMpoQor4EMhGghdT4XtIsu3UqVwbSwm65EFJ6BhkrHPzRs6NhWGC8jPiNBqjcAScNvNiPKM/XI8rQF8jGZNpWhYIOqU4Z/VMclpysU0vkp9r1UvxO1W5+J8J30NqmsL9YCpQJl1SkWBOm0axDp8CICdreqWKT0oxibu+vhVHR8dUVcX28gJrDTknohfUTY0eZXq0q1BG0oynLtwZGXGq4vMjUQNqRkfMjW5rcraQNUsza4NuoD6y8eZ5U0BJV6rNhIpM5wl0yli4cb4nFZUqdvuCmOTy94mbMaEoWmuaxaIgo24+synLIlw5h7OCtlVVJcGCRa0zyYWbppmLjxjjLAU2xszow/Tncrmcu8Bps5ocSCfuii+qMV8Iy6qQelMp6IwxLFcrJpdYeQ0Vi+WSuni0VFU9m8LFkG/AmjfWNChJzeal7+lC4pTLSt2I8yz1cTlyuW5mtIqps5XGQWXKdVa8ibRGpWKZEAVxcsainZNiJHghRkfP0B3ElC2Vzc0FbAjUWVHVLbYqPgQ30DJBNtRsj/9p957pMiy8ozKOG4AUI0dHKznXqzUxJNq2xY8R7yd051q9Fm4Y6sk5KePaklc0IWuxEIwpr2e5EHfq1157xBtvvD5bHNxETn7iRUrhi4lJY8nFUuIjo42mrjXaVGgt6dkTwbr8snDmoqBVQnqVNWpC/HJKJAWqcG2EjyWPIGImadZyLmZ1XtBzyYMSscDktiv3PrMTt6s0zmmcE/WctU5QnBSxDtrshKycwLn/g8iM//bf/tv86q/+Kn/2z/5Z/qf/6X/i0aNH/Bv/xr/BX/yLfxGAd999l8ePH/Mv/8v/8vw7x8fH/NIv/RJ/7+/9vc8sUCZS23RsNpuX/l0bg60aVtWK2jXUlS2bhWxiOQU2myVN05LygA8jh67DbAzHR0spaFRmtWh49Oj+PBqoa1EJhADeR54++XiGiatagsjeeutz3Lt3l4zmarPn4uISpRXr9QLpSQ3Pnp1zeXHJ2B0wWvG5d97EWsvz5y8YxpFwfolSmaP1in4Y6buB977/B+J4a2C9WvLo4YNiEiWHUoqmrjk7O+Nf+pf+z9y//y1++x/9FjlH9tvtHCseFZi65q0vfgGlNE+ePWe73bG/uEC3Lc1ywbKtUQo+/PAD+jAwlk5XazhdL6jPjjk7E1+Lj9//AxKJcRzoD3s2l5fEnBhTIuaEdpYujPTjSFPSUNEip44xzCM2KYCEkBqTSEhRCXSa1SqftRhorXF1yxBh6PpSpGSaWhJeU/QFwi1kxLLpz+ZlBRHICEchlmTeSbposipz6um5U4kiETde2YzlcSbbetAFQtaFU1KyUuRMyWY18TgyUrxM70cpjIZsdCGzWuG7+JfTjO/du0dOiWePP4EsRdkw9Gwuz2cF0uLoBNe0OCddi6ncnMaqyvsukcXlIoKqjDNScbtSyPxaQXFDznMRdfN8TOZYStliWicLY0gjAuVnjAIzKzggIlLjiEbnsqmqJLb7hRyIuh53WOc4Pbs1j0RuvgalFIvlUsL4ViuRaQ+D8A6Ga3LlZJ42EdSnAMHFYjEv4AoZ65yens7Fy7SRTV328fEx+/2e8/NzsdcviJ6c00xIidZoqkbuSedcCRaU62UqVm4WKEopDrEjf+ZercpjVFyPvkoRqa4Lb3WzvsnTb5bCt3CIRLYvox0fk2TsIFJ8Yx2UsY7OxWsmRLZxK6ngyyUxjAQ/EIY9MQz023Ni8AXxUkRTUbdLFuvI6kgLL4qy2ZZ7Rs7ZhPCUBuczKrNpfDYOA+M40O33aAV37tymritu37mDcxVXVxv2+wPbze7a60bJRzCMU4J1EsTVuYJ6qjL2kfVLisqCIpC5deuMN998k6997at8/etfY7FYzK/rj4MgC9JIaOuK8d6kaAS0jO+rWmNtjTWVrEsKYijjNmRdlcRyuQBSCuQcicV2QX4o04fIMAx0h648h6KunAhFig8SQExA1oxDYmBk9Kk0tuKtYpz4Ey0XLdaaEjLblIKlFNbZ45RltVjM665t2lff+h/p+IkXKN///vf563/9r/OX//Jf5t/79/49fvM3f5N/89/8N6mqil//9V/n8ePHgCy4N4979+7N//bq8Z/8J/8J/9F/9B/98CdVquRPWOkW9TW0abSmXSw4Plpz985ttts9u/2Btm2oqwprBXGZusN2scBoU0hz4q8wdfnHJ2v86Dl0YowmcO7I06cvRLOeZSzUNA2nJ2t2uwPPn1+U+O7IerWkrSuOXC3W7/fvAzLDe3H+nBcvnjN0HcF7jo8lFfboaEXbNpydHr8kM5b3LU1KJqG0oqoljn61annvgw8Zix13Uzf8ia9/jaZd8PTFOe+9/z7/8B/9/3j7i5/n82+/xenxEZD5f/4P/wMvzs8Zr7YC5aOompqj4yN+6U/9KR49eshv/n//Z3zX0a5WVO2Cqm3px5HQd4RC7KwXS5bHJ/zJX/yTJVRLEcaRsev46IMPef70Gc+fX8w29ylfkxSU0kLSK+Fw0/jp+j1rtHViy04sKEaWwkErREssh9i5CxSqFCRV1AOly8gplBn1ZF4m6pyCRpeVv3AoigMryMaNioIeAJQNIKZiJ25U4dbcQLxuqg2Ki+M88ildu7MOZyucrdG6f+kSv2nUlinhdSlitUDaKcQ5niEjJnFBaUFIjC0fb9nNphyq0j1RipKJb6Emfw6duGkCN13zSlEKS8gIuVUeR5fQuoKVTARJFMW8Qza0LO8hxoTWQpY1RszF9DAheDK+OD4+pm4a6ZyLKm6C5J0VZKjvB4ahZ7/bCsoxDDO5dUJDpuLDWivcEyvoZFZqliunwn/o+35GXKpCoD07O+P09JTbt28zjCOXV1dizug9zsl9V1X1bHVfVRV10xKCp+uE9BljLEo/4aIoZYTM2e0+g98wjUTKZj7xrBQ3uCFl78+TGeH0f+q6apk21SxyYJudFA0giAIUOXrhP0zePUquYWMki2vqooP3s/u0qLPMPFJ1VSUSdCWVgrxeWwrRIgumvBeV4OU7W15mymWcLNdn13eE0fPkyVNWyyUnZ6cslysePXrEs2fPZtkxpUFKKRcEO8+qFautKOliFlftFMUwsvxdCteGN958na9//as8evSQk5PjeSzxx1GYzEdBwjIlsTyMpBDktYL4dcWeIQ9yL+aM9+N8vchrd3MDIjzHQHfoiDEw3buGkujsQyHKGynWshbkZbrHtSnikmkdlPO2XDQ0dWbRNFjjxHuoFNDOuhLRIQWp6wYyGs1kZmjxOOKn3/0/9fiJFygpJb7xjW/wV//qXwXg61//Or/zO7/Df/Ff/Bf8+q//+o/1mH/lr/wV/vJf/svzf282G15//fUbPyGdqzEW7URSdxMmXrQtR0dr7t29TVVJUuyibanrqjhP2hL0pQqsamWTLBHy1hoymf2hkxnu9lBs2j1dN7LZHLi82pBS5O6dU0AIq33X8eEHH+KalqqqWa9WnKwWrF1F3TTcWq1mlch2t2O328+L4/HxCev1mvsP7lNVlrZx7LY7ri6vXvl0clHZiIx5sWy5desMW1WMXrrRpmn4+te/zsnpKc8uL6kXNb/3nd/lnS9+nj/1p/8Ud+/cJsXIb/32P6bzA5eb7QzBSoFyzC//8i/zC1/9BUK/5/zZU1pbU7UtdbtgTEXKneSrWS45OT3lV/6V/wsnJydYaxm7A4fNhv/tf/37fOv3fo+Lyyv83IUxFydGZ1zlqAsUP5NLy6FU6dCiL54eE1empBkbyyQhzJkC805IqoxicnEBySmWrzRzYXIqY4qbcLm6HlNQCozSdl9/L2VULB1Z5nq0VG5yKI+RM+KlcoPjUVKWra1wrsa5BmP2L53lmxszmVKgJKxWjDmQ/Cg8ASjkYUNAY9XkSULpFOOEKpdiraAjWmScAYod/wQl5/lx58/faEJJRw2xLGRKZOIiG5cRmMjFE0ZIEeV1KVQCcipj0MLrMZLsrNTIJLC21nJUtzRty3q9nkeyY8lUkQRyIZHvdzvOX7woI1GRawOz/f3JycmMjqSUxHAqBGK5P6y1Rdra8+LFi/l5Tk5OWC6X3L9/X8YyxjB6z/n5Of3Qz1b507nWpSGq65p2seBw2HN5dSHKlEPH5dUVRpuC6IhlvSa+EjqXZxh+GkO+NGYgl+DH6Zxc/8v8x0QIn4oWJVyBjBQHUxGesySfS1FiMGYqcIoJ24SulM9tNkZMUQpPLTy2CR3ShYiaynU/FcCoIu3V1wUXN5DE+Z0X1Gryc+r7nv1uz5PHT+iOjji7dZvlcoVzjhACT58+FZSrXKcxZnwUVFVrW3g+lpzTXJCkFMuISuJMZLy34M033+Drf+JrPHr0kKOjo5de1x9fkVLUN2XNGgdPCiWBuPxECONLcumhFOCqfO5t28zy6b7v8aPn6upKzlXxqplcyJVS1MjYPOSESlnG61n+zThDXbmptyjE6Mxi0ZZmUa6jqmpp6qZMGVwZTxViszuQEpDsXMRs+0T3qivfH+H4iRcoDx484Od+7ude+t7P/uzP8t/8N/8NAPfv3wfgyZMnPHjwYP6ZJ0+e8LWvfe0zH7MuktsfdghRqAKjCEUMqUoomyqd4/HxEW+99QaPBs84+rIgTtWnwJGywV1D7c5W5cbMcuH7RPCpRK+LU2tdW5zVKH0sc71mQcTw4sUFSinefusNIeS6ige3T1k1NaYbiGPA54xrF7THC9ZHK+7cuc3V5pLLq0uy/pimWbDdDQKlWU1bWdrmRmYHiaSSdOxGkTVsdnu2h46LiyvGIXBydMyd23f54juf5979+yQy77z9Bl/+yhd4++23eeP111kuFvR9zxe+8DY5Rx4/fkLycoWu6oZ7Z7e4e3LG/ZMz3nrjbWpb871vfQefNJ/7fAs+oqqBYYwc9h0PX3vE62+8wZ/8+p/g7OwMo1SZY49UCha146OPHnNxeUWa7LuVkpGAgtPjE1577bXSZd7oBoFJ9mqcpsIwVBUxjDP8P2XYXFu+T4slM4oxqYVIgRzkdUWl0YjxkUriKyDKHzsrkihFRYxRGPeFd5CTBNGlqNAxiU9AnLoKJ0VAuu4OBb0wZbOYGPVKULWmpV0ecxg7bh7Pnj3jcDhweXkJOfGkdjgyLknHpZKMMlOKInE2loglKkPSMoLSZvocxHVUT95xhUuR9MSp0AXZkY8+KeYuWDYy+T2ZYxeH2NIZp1iQIgWoJLboihmZEh7xxDsppMYYyXlEqWu/CoAYA9vDFV23Z7/bSIESAn70xXNEPrvgA8PQs9tu8eMoBUpZnDeXlzhnef7saXlM4U2FEMo+rjkr6MpErL28vJzJk49L+OCHZ2csFgvuP3iAq2TRTcky2mu134RqPX1yjQSL6dhuvvTCKFYBlxfnJaRUs2hr7t8+nn9n+vxDyBAio/d4H8p9IMVEKjygeeQ1ZZ3c4AtRRjwTx6lpV4QUGAZXOGG5EGAzKGEjWVek166VANSmwaaGql1iXS0E2WFPigEfk2RH1QvqdslyfSKu1VGs6MnIaPNmN56lWi2v+tOLuWL2zEgpialkXXN5ecmh61gsV2LOlzOXF1f4Mcho1hgO3Sicwyh7QFUJwV1UiXICvA+EKCaaGVnz79y5w1e/+lW+8Y1v8LWvfY3j4+NPv64/psNaLTEYBRJrKgeVQSHmgTlPpN9wA0Fs58bMGENT14LcKmgq8fFaLlspyLKMaKy79vwxxe18HguFPBfXxlhcVc+qnJzjjTGYEGRViZ2MKTAMHSGG+XUYbVi0q/nakuf80QuT+fP5Z/x8P3V885vf5Nvf/vZL3/vOd77Dm2++CQhh9v79+/zdv/t354Jks9nw9//+3+df/9f/9R/rOVUxGYp66uIm8yCp0LXOtE1N5dx1wFRmJs/NItUyJjCFiT4RG1MKZWHLszQN8nyisTJ2SFkJUbGQ6yrnWN86K6ZYlqOjNYvKwf6S5CODM2AdC6XKnH1ZpKSB7WZD143EWJQoWnHn1hFtczK/70I5ZUqvVVoxdAO7fSepmCGyXq05Xq+5dXrK3du3qRrHyemK23dPOD05kfAra9nvD9y+dcbT46My65QOuXKWo8WCRVXR2IqToxO2V1s2uz1V3ZBQRMSJ1fuAH0eWiwWnx8fcv3uX22dnNwYdmdcePeLZ40+om+rGZP16AzRKjMimOf6nTzZkbUQCVzJJbgbrzQTUG2vfRMybYRFpSyGVMU/wZFORjXRZQhItrh8FEUlcJ15PNJoJVKF0M5MxXEq5wLZgZ+Oy8goKcQ+db1jOy78abTG2Kn4l1+8958x2u2VzdVX8YBL73Y7aKLTJ5BghT0hQKiqiEmJYtDnigaBK3lIpPpR0vxPCNMEqU0bQBPDoLGiKFlOE+fMV2kjh46TpfiqmZ4Wbk3WaeRISWpmZ91KtS/ZKlrEBLxMSpaMc8OPI0PeMpfDwPsw+JzkLbO+95NH4ccSPI2MpYsZhwFgjXWfKIjMOkm5bOSebXZEPHw4HCfcr7rMxpnKPa7rDQTgvdcVyteT07IxpiDcXBFmIilMQ4CRpHocB54RESFl39oe9rD0JSCvyraO52JCCT0u8RBlZpBTnzz2VSznPheN88TPxhUTlM/23VJrW1ahkCamoa1KJNIhpDoWwVmzr66Iy0qZC2Tw/jqsaYtOSYsQEj1IGVzdUdUtVLRi8J4bABBZO3kM3TdQ+qy65vr3VrMaRDVjIztvtjtEHLi4uy2vUdJ3k1kyzrzmNuCgIJ0JpZiJ159IoxXnjNsZwfHzM5z//ed5443UePHhQeD/TR/rHON5BeHJWG4mXIKOtLijF9LlBtAETdEF/rtG0FKPIj51D2gqK+3mmbhp530n2B2On4sTMn//0OQi3Vs0+T0LGtUVuL6iwcFuyFJ+pBAzmTIihFKCJXDUFFZyM8Mo1y5Qq/6MfP/EC5d/+t/9t/vSf/tP81b/6V/lzf+7P8Q/+wT/gb/yNv8Hf+Bt/A5AT/m/9W/8W//F//B/zhS98YZYZP3z4kH/tX/vXfqzn1NpQqYaoNVFJ0NYEHQMzzCj3q/wvZblop3knMxlQfhYUXTcwjoHdfl8230HmesmXaPemzKgt+4MnFi+Fpql5cO9sHh1tt3sOh15QDqsZWscwjDx78oRldwBngczx8Qlf/rmv8ObrO37393+fq8unvP+uSHfrqiZ/6Qvcu3Ny/b7LV8qZylrOTk548ewZv/OP/wnPnz1n7A6cvvYat0+O6a42XFpLSp6UAk0YOTx+yv6TJ1Cg1CNtudUuqNX0KWWW1nHUNDx+/wfYkLh8/ITNs2d88N3vsT+/4P3XXuP58+d89PHHnD9+jB5GlmjqMfKt3/yHHK3WWF0u9Bw5PH3GsatYakOrFSoUhQ9Qu4qj9YLXHz3iZ774pTn74qVxC0KyRBusg6qqyKFGl9HFlM1x85dymdnIWc2QPCmOjN2GGDzej1SV5FHkwqKPaURluZk10onGKDf0tOh1e1FxVbUUFFXdIqOjzNgLypKrkoVha+GxlFl5TH6eseTCNYjFmdO4FmNeLs4+/PADnjx+TPIjlbOEozW2cA1y8KTRE8YRVXkqVZCfLEGRPiM+IZWT3S0FnM5zZ52zIkxcEVSB6Q0xjpBiUXkJ5D+pt3Tx3JimWFJcXLP1c1ZknVE6S7quyqgyhlIlOTtlJQWUUsSQS8Fx812LBD7GiB9Hur5nGKVgERsA2byWyyU5J5aLlqEfGIdhTjO21pbRrXyeVVXNvJSmqmUWX3K0xmHEBz8jqtOoSaFmmfJ7774rI6PTEyHmej8XH957YoqM5bkPh65kxySZxRvhyGmtJXCweNA0df1SRT1d4zFFKA7Dow8v7esTV2QKxip79Ix4zWVingpNJVL6nFDKyj13gwBttZgPTgKBWbVVilalFba2mCrNRWozjyEECfIRMqZwwdI8NgAkgmE+q2puql49nHMcn5xQ1dXsGZUztM2CnOHpk2czCjCOI1rbWV3Vdz0+RJSRrj3lflYPxiDIjg/SbIKM9t5++22+8Y1v8Gu/9mu8/vrrP5bNxT/LMZlJyppyTU1I17AvxlAKaTP/Wy6X59RkTGuILXuerdxMzoaXP2tRMEV6H8khM44TyVi4aCHEosqx1HUlBWvVIM262HTIVKEgkQpA1syctZwDxcw/cc5hhhF+DBbKT7xA+cVf/EX+2//2v+Wv/JW/wm/8xm/w1ltv8df+2l/jL/yFvzD/zL/z7/w77Pd7/tJf+ktcXl7yL/wL/wL//X//3//YF4fKYBICW1OY0cX34XrMc+Pm4/qETl1hztcXRCpz31Q6M2GEC+FIOkdVdOdSdcqJSOgoWSZN7Wjba4KQ1h1k8eyIGagcOUoEuOp6drsdqZAT1+sjKicpvru9ou92cvmGhvCSsqMQO2PEDxLYZI0h+sD26oqx78gxYhTonHn+9Cm+74i+p7RtBB/mCngcPanrsTHRWodJgjxYBWkcOX/6FB0Tl8+fs7+8otvt2BrDJx99xIvzFzx98ph+v0eFiPKB2Pc8/sEHbNoFzoihOTmyubogdB1OQWOsQJfIjVoZceqsqwpnDCkmQvafIhBOnAddOCfWWlQx3ZhGQtdp1nBdrMjPxOhJQbgKMXhiGJGcFOYFOZXRoFxgNzqpnMmIbXkYDvOYQxw3pZNIlOYUCNqSUyYqWzoPIfD5kEqHey3hS6VI0CXw7ebhh56hP+BKWu50LU8FA1GCH3OYupbr/5/UFkqXNGUFSqUi9dVzYTJ9TeoPSUiQTnyWrOap6NfzZz3Vg1kptDIzipSVFM8z30WLGZgqxM9pJxVH0hmOur6vy4x9+uwFUZNx203r8unzcsbNm2sofJ3JD2duVqBk6QhR1hpTRjOly8831go1l7RlUwsc9gdZlDXFjC0WA60wRxyIx0Z8KUk5pUxUCVM2AufKCLAoi14qPqTnLKPJPIeVXktir69q9RKEcuPvahIfX18LgicYrGEuUCbk1ZY18+VR6FT4lFVTG9QNtowyE7k8Xf8shbtSLqfJuPGPemhjaJpmJhxDLmuvnL+xjMi01mWjlc/bhzCjC7pcqkqL+aQpNvk5XJONjZbnefDgAQ8fPuThw4esS5bS/57HhGqoKY293F/X47xY9hk9c+5jGZ9NYJSEtUjFIo25EpuGUsCXi2Te56Y73VhLzgpdbBQmZFjI65OJXS4g6bXZpNzLsldOSqF5eUQaDbl/0vx8fyhs9occfyxOsn/mz/wZ/syf+TM/9N+VUvzGb/wGv/Ebv/ETeT49jLjdnrhqYVFj2xIRPwWWKZiZ7i/d3swjgel7KUeGfmDwkrGzP/SQI84qmtWKFBN930nAYNfjfcaYEsalFG3TUDtdZrsB7wND7xnGyH4/EpPi7OwI3deEZ0+52m3ZfG9H2y5p2iXHRyuWyxVvvfU5jtZLhs05KQSsVtTmRpeVwXcDh82Ox598wpPHj4nDiO86ht0WxhGTIuNux/njT/hb/4//u2z6JXnXD/2MFjlrUVqxHwa6vufNu3elS1YK6z0ffPe7nH/0EZV1BO85dB3jfsvHV+f8rQ/eJaSEj5E0enTK9M9f8Hzw/L+fn2O1KZuqcEqzElJvkzP3T495cn6JjxllLCdHax49eEgcPe+/+x7JB6q6JgT/0vuOmbk4bJoGR8LvJYzNGIHsYyoWy6XTVgoIgZgCh+0VKQzEcUeKgRA8KXq0hqoVop8vygZVnGOtrtAhkKLCjyPRD/TbC1JOWAVGZZxeSbhc8WBICYaY0MoQR09OSHT6GOiLsivEiLHFDA4j7vGmKmqY66OyhmXlODpayzhw0WKIpNiL4+wwovoeTCf5P2S0EuBeZMiGjMiOjUpiukUmKwlMnLVSWRVSpCZmK+OTLAWkLYiPKuZ3AFbLAhVL8FhlnSCTxUQvFCJiJmEri8IUKXhEx2KyRy6GeAodfFF1SUFya3nC5BZb19Vsnua95/LyciazWutomxZX11TjwOADIaZCENbX0u6c8VFye4YQhMxcNmttnaAIQYIijXVzcaCygqToR08/ei4327lwXS6XtG1D27YYY0UJYTXLtWNWh5X5f9MIt+NovS5oa4MmQhrnc52y5Mj4EFFohhAZQsCnMh6b+MuvrPk3CyulVFH7FGQkQyjKkEqbYpxY0MsoREqjdAnie+UoRdUr35x5EK++BgDrRNY7ISeTSnIK5PthR1VVnJ2dcffuXR48eMDl+QWbqw3W1iglri8pZUIc8X5kGMbZrl4ha00um3rbWhaLBUfHRzz+5JwXzzfzqGq1XvDaa6/xa7/2a3zpS1/itdde+7HNxP5ZjrpuWDeWEHtSliIXSi8gLY6gjwX9J0OYjNAKUT1nMWPLuoxnrJkLCn2jaL/JW4GKul6SUqbrh5mEe03GjYQgRbtwUUS0MOfraHs9MqIgOUYXukQixSyj2JAgQpzDwn6046cii0f5iDp0qNqhczW76k3Wxi/dyTeQEqB0X9M/ZXTKjBRJVoyEGKickTjqqp5ny6koESRUUM18lEm9IS5+8jQTWjMZCAm0rUhJMY4CCWvtqNtWdOW14/T0BEXizu07xOAxWrFYLl5635Oyww8DKUQq5zg+OuK1B/cZ+oHgPafHRywXrXh9eMjDKJwL7wu6VDocrbEoGuu4VRjs1hhhaluLSokUPColnFbcPjnhMPRsuj3aiOWya1ucMhytVizbRkSMWbJ/8sTjKDP9u3fvsFitaVZHxJQxVc3x6QkPXnvE8fp4Np36FHoCzJyh0vuTM33XkUKgaSpyKlK8CfYsz0mUQmQcelIYoVhhxyAGVnFGXfT1FVOmf6mc6xiLV0QMkIThQYrkEIh+JKZECnGGUDKQlCHk4rAaU3HlzFC4ACmma7RmUjW9clTWUNeOqnJUxbZa5TTP+pU8OBSipvh7yLVfnmp28RXko4yqShEz2e7nXJQ9iD171roEMCJ+GUpjlKgiyFkylUgoI9e7NTfQSIWMxlLm2s4etDWCnsirg6ywyqCTRunIDctZ0g2zLcrm5H1kHMMN23t5pAnNNCbhXCUkS1fNUsycpZAKPsj1kSSOXhevnMVSFuy6cCymn40xzkqFqq6Qrj5O7IaCoDS4qpHk8sKJstaU12Tmmb4pHI/FopVAv6oix5HQXRcoE0cuxIS4ekp3m4ppoJ5mOVwXBH9o55+v75mXfmf6mpDHVx4vTy+G6/tQlUXtVVBk4nhc/8yNx5k5Wi8/1mchK2LL7jg5OeHRa6/x4QcfcH5+zth7UhpRSuTwcu7DjRwdhCisFFVtWK5qXn/zDovFgvX6iL5LbK56Ri/S9rt37vDw4UNef/11bt269VK8wT/18/xjOLTRqGwFzaB8empqkgRhnAoUiCUIlxnxKvVzUaNOI9mbRpXTOS2Po0BPgY5QkKgwm7lpI/f6VJBMj3v92Nemd9NjS7OfsU5QYx2vDSpfRUf/qMdPRYFC38Pzc3TjMOu2mCMpqeLVRP9iXjhz4RFMc7LpUsw5k0rVOHpR+3gfWK9W1LXET49+pO9HYhqBMMvWnGuxVhe5lSIEURkYDZBAS6gZo2HwGe8hRsPh4Dl//gJX1ZycHVPVhsWi5s033+TunTtUOZUxTKZZvCx9SzESvGfsR4iJ49WaL7z1NrdWSw77vZDzjLjgxsHLhmo0hgabV5+6XELORGB9fIzRGleg56kTylkivXNecvvshG3f8dGzJxJcZjRHTcuiarh/6za1qwjjCDljsuTWZBKmEin4w899Dm0cV7sDKE27WrNYrji9dYuT01PapikSb3vd3ctZkq8ikSOIxPbFs6f4oWe1WgGZEMYC8yqcNUIe8wMpBPbbK3JOWF3m0zHhx4T3kSqWfVRS7ArMLh43wQ+EMOLHjhjGkluj0DGQxoF+v5lv2lyKneQllyeahBAfNTkK9KyUEf7FbFhXXB6zJuaXO47loiWsVzRNPZMEidebiM4ZvCcNA9mP5MK1ACUmaSkTksQZzIqPiWOhSgRCnuBZSaxd1BKcOI5+NqWzxlG5mhTG8hkktApljKMwWvghioTBEanwoQQHFsl3Vdeyo4VA9JGcPdY2oCy73jPNqmNMHPoDVSW+OF034EfP5dUlQ+GZKFRR+Oni4WAxNrNYrqjqhmUxc1utVrNEc7fbsd3u6A4H4R85i7OO27dvy0jWCKl2CqwL3uMquRZX6yVKQUjXwYNN01DVNc4WS2+lZulq27bFBVgM2oZhKK7LE56bGbsdV92WmX+QJZ168EGQjyTJ1z6KHfls0vbSKOozivks91wsMuJyCmfkdCpMJlJq+efr8R0Urt71GOezN+5XRnPlfX3WfvSHFScg3iV10/K5t97CWsvjTx5zeXnF9//gfbrDMBsevuruOsmbtdEcn655+Oge/8qv/ks0jXzuIRguznf4IKP0r371a/zMz/4MX/va11iv15/xWv73OXIhe2srDtK6cEZyKk2LnhRI1wWKsdLxqZsclHks/dncnpuGi5MRcc4y3q2blmt5txhqSjFyTYmwtpp5Q1OBOD2ueolGobG2lUYrSVMmmXg/enECPyUFSqor/MmatFqg2kbsvFFzQTLPVtVU6avS3ehigSyHGAgJoc4YU2RUwhEZB4cfPSEG+v4gnd10BypF33d4L0iLAo6sEF9zSiVosCdGgxkTOZ8TU8JYw2LZojljvV5SOYm4buoaaxzWGO6/9rp03Ap8zJL2Wg5XVSwWS+7evct6taKpag67LZvL+/TdgXEYUGUu6/sBYkKl+P9n709idsvSvD70t5rdvc3XnHMiTkRkE5HVZBVVN4tCF9tQIAYWV0gXofLgyrLkAbYHtuyBhSyBCgmwQSDAA1QyAyQ8wrJBsjzwzEw88bXhguDSuLKKyltVmZHRnTjd17zd3nt1d/Cstd/9fuec6DKrwEGu0Bff+d5mt2uv9V//5//8H5ncQ5zizzHKSjBEoXzHLDQTIywZwMRpVOzLUUBlGLznncMOKYNraauK2lrOFyKMDc7JR4sPhwadAUrdLdDaMHjRAXWLFU3bsVqt6RZL2q7j7ELYFfHkmLdc8j0phsOO3e0N/X6PH4dpAk5ZU6LILrZJoaJUf6nrBlJEqxJ7TYBmHD1616OtJ8Uy+RfRoBb3zOAz462obJvjsTVKWUT2MB/qmfQd039KYzXoyogZk064mAgpMQYpf66zpmXeTBGbZZqVSXug8mATRYMSRjnGybvkWLxRBOES8rC2QqlEiL58CikWJ6srBWglg2NlxT4/+OPZGWuobI2KIypJnF/nwTHmCdEnA0lAQwLEDDoLbBMkowhRwKsPiPHeCyEDjfeR/e6QQztjjpEbVqs11liWq+UEYoZhYBgHcU51jqpusiOn6NuE7WhYLFYcDge8G9HKUFWWBw9eo2lqusViCh3tc3Xk4geyPluhtCJET3/o2WxuhRUxlrquc1FA8VVZLDo5rrabRIclxDFmoS+kTOsfz7swWSrv02TRfwgRHUV0nAesFybq04vHBEpyV4Y8kSWYtEWTvgiOv/NxKHVcnMguT/c3AfKiK+KY0UQ6WhXGV2zj5U2xXJ3xxptv8ZM/9dP4ENlue66eX0nZkDxelWMoYtDL+5csV0t+7Cfe5v6DSxaLNbebDR//5vd59PFj9ocDrz18jfPzC373z/9ufuzHvvFCpeIfNnPyaecaY5R08lgWzUedh1KJkqAoYR4JrQYv2iaTmc/yIQ2TkF8XDykRxkl/QnG07k8z5ukUhOq8n9xhpj4hgmvRkZmZ3KBk1ZV73zR1roMmRUajBq0i/0qIZP9ltNDWjK9dos7X6OUiF15TOfYrU0RSyKSThG62pqIqIGLqQwmwVHWPrSpCBiOShijxvZQiIQyzEJJMFvvDAdKR1q2qStIc/cA4OPb7A+OoUMpydbNDG8WitTT1kot1x3K1lMGxbejalpCg7TpR+CO7efbsisePn8rfStG0Lcv1mkXbEbznrYdvMPYH+sOO4XBgHAfCKMY/w76XeHBGyN65nEZopji72CaLr4Skph3jjDErqHTMBkGLBowmWY2qK0wrqXkKpsJleKHPa1uhjEJbja4rMdNTIsS0dYOxFV23zPekmaoVl+s612PII5NQuWz9Ybfh9vqKw35HcE58BYxGG5kARZ4bUFFjENHeUYx9DOkkZRgGh/d7RKB6pDJ1dlZNKUDKYmltsE0nEX7TSCgjHO31p80rPXvQsyLASDgNgyyXnQDHkQRKmL+7oKyo4W2+J9OkorMgIUVScJLREwRIzfMmQtZxxHxMVS3lHdwY88SSB6eT/QZhQmxNjIrBJ6Q8QaKpLbW1JHeAGLLnhAxaIft7EA0pGkwOs6QkjKMxMkMmZVBBPD28FwB1Im5WQhE75xmGvZhQOTfVArk4v6BpGjFhswZbVRz6A/vDgYTK2hQRUTdtl027NOlMQMGY2ZEYItZYXnvtNbqu4969S9GBhMDt7S37XEtLa8X6bC2APQVubm4wj+1UEqC4a56fS92kLtfb0bkQpKxEc7XzQz8Z700GfLNemUBS6G0lz4MWXZSOZbIhL7jKxHBMrz8N12iSzkA5A5Tiv4NSKGME8BRUlJgAx3yyvgsu7oZsYozTsZSTOOE974Cpl+lXjqEAxfrsnOVqzbd+98+zOjvn/Q8+IinY9wdSOlpDoDW6kv781tfe4LXXX+Pf/H2/l67r0Frz/fc+4h/943/OBx98xHa/56d+5md45513+H2/7/fx1ltvslwuf8fDOfMWYsS5REwup5UXk8IsGcgCWaWLeF7hR59jsWJkFNHTfffO4YKnylk8lAhCIi8g9CR+LWn6KoefYw4LTxWx05F1O+JnWWiZYsCHYhgcY/aj0dpIqRltsMbmsGpE6fGFc/8s7UsBUFTbotYduusmX4zis1ho6/1h4Oqq0KiJr7z1Bk3TTNk5JTanlKyAzs/OWC0XHPY7drsdKZHjxpqmtrmIYCNpkglx7vOe+w8knumcZ7vZ8vjJU55f33Jzu0Nxg9aa5XqJNpp+lyd7bdjs99RXFbvtjkXXcu/+fXG5LW5Zn3T+Wnxg6uUS2zU06yXBe1lJZwv0qVOrHNaIfpp8Y3FSDVnQ6OI0eCk9R92gYr5OVa78WxmU0ajKTIPGxErFlGvNFAZFoYwWYJMHTKWlkJcYmhm0KoXG8mD3ihVIAVUikhvo2obUVDRtU6w5xNNNHx/MKR6rsjpjWq0oVE5DlfOMeQCGwoJRaHClSchnPTnbRrV5ghBnU/FdyYN+LkGvqChC7Xwp8rmJaDhma+4Ek0ht3opN+zwOnMq8EqOYtfmBpDVh7NGuKUtgAXjaiIvrfMJUEaMl0VEr8kpURMaS5eEn8GK0RTeNcFclxKAVVX2OJk7ZGqOTNN26trJgCsfaRdLXAn3fE0PCOzj0jv1eKob7ECRslvv7erXiZ9756TyIiyDSOUehQ5tG0oRtJcZdIUbatuJsveTy4mwyuEJJbF5i8ooiIPR1lSsd95DEsdM5M13/4uvjvWO/3xNj5HDYS/ZNZaVqMUcjrRQTdV3z+usPWS6X3L93D8i+ESlOLGTJ2BvHkcN+T7zjqCp6LUXVtFRNg7U1KEM/ONAWWycx3lMlRTX/TCtcdUwQmGgUMpjNzyFMpRsiTBWGJ8sFjvT9EYjkIeTOY5lmk9fxtcJylBV8VuzElLHQJzMLhbl95513uLy8xA0jjx494ld/9Vfpe2HSVD7Pw2GPc4712RqlFb/xG79JCJ6nT59xfS01e95++xt861s/zx/6Q3+It99+m7ff/vpU3+lfZlt0HefLhtH308JRrrsIoosZoXgr5QykvIgwJvfnXPRPa4OKChVlDFFBY5saU7J6jKGyEgkIuWYPgNEqA/Ic0ovHvqDyuDd6ycwpWXGlPIfOdc4AdrtDXuAGKltNz6ex5pXj+Ke1LwVAoapQ61bEaVpWv2niSYU+H/qB6+sbCun++msP5IGLQk2Kq6AM1NZY2qalbRqauuL2VsRYTSMGNlVVZ7ajzc6JKVN1brphwQf2h57nz6+53R7Y73ti8GgFTavRweCcyxb9FbpXGC0ZIl3X5PBNh1l0SDrpnYc6xwzFpji/nrMvdF1RxexXkEM8KYekVO6MMYU8UatpUEohHgPgZXV+4lcgcU8gv6/IQXHZroLizihrN/meRk30csrMYTpuUR4GVC66FuZs9/TAHk9bnEBTEGHqOEpGh6kE3BhTVhNlCSdgQRYEemK8yJO1TLR62n/KTq+lqrEipwNrgzjAJmKJz2MACWMQDYpqok9L6EWlPGFMXixSlsAopnsjLpGZBcnX4O6qWgBKlcVrKmtG4uycyjJHbMhLjSEoLEuphZJTWOXSHAGTlpo41miCIouicx9KEhqzxhJS0SVAjAqlG3EKTjIJe5+Bjm1QOqKzH8ZklZdSzrpIjEMSgHIY6HP4dN012DwAN03N17761gTaitV9qUIrTJfs13nPMIieBAWrtCBGEU+HGKW/5/MtQMwanUXSJV3V4b34ooQgjrXeC0AZ+gPOe/rhIL42i040ZanQ9MeUYmM0TV2zXC4hgcs+Kz6EnFmVGIYGBfSHU8dgeWDEx6auLFXbTgX9RucxVcD5IKVoC8ifsjzy7T5iDOmnKT9ShRVJ+W4IISbPShZslzTc0hRHtmMKCZTnv4APXszoSTlkMYH83GemsQbuPNcJ59xJuAXg/OKC1XrNt37u53jzrbeIKXE4HOj7fmJ3nz17xna7pe2kDtuTJ4/Zbnd873vv5uPVvP7663zjGz/Gt771Lb72ta9xdnZOVYnNwe9ku7s/qd3UoQeFD05GnCRMdxlixYxOsgJlbNPTAkzG1CS+OHril4leNCzGpuwKLeJsoy1eBcRUckaN5DFZsrqY7pfKWjgfRDdlrZnSl62xOXNHQO4wZIfepKgqYVSquqLOc84XaSp9niT1f0Xa7e0t5+fn/NIv/VKuaaFkUMsTLi9BxZJ9c0xX7bp2skyez4glNJRS5HA4ZKGsTJIlzm5mCueUJ/i+74kp0nVSbLCyNg+ag5Q5D3mwVxyLE2bH0bmq3mSfi4I+dUmRJTu1Ojcd58PXX8uCw5ddpTT7lY6fKQxsmr9QPptOvvqy63jS1PEzhSU+fVu9+PnTo3vxk+n0OzFGPn788XTeddOyPr+YKOmhPxDyqlrBJACdtqJmYKEMqienV/5W8xfvHLs6vRRq/o9ppDg9wZPPzo+pUOTHixDLqjLfpwQ413M4bKfNjMNBsoMUsz6eJGPHeymKU1Y1bYcyFlM1E9MhzEHxbMmx6xwaKsdT9AjHFXPOkMmhgqP91/HzxUm1TDpFY1EYqHnSaozFubL4vhRXyjiJMc0MENuqYr0+z8dSJsiXhQaO709/T/uMLz7j5frlQbhk5JTsP1sJ0CxZPmL0dayYW1b3ZZ9lvACh5BeLhTCalWT8zHUapSOF7NtR7PGDP1Lg/W6LG3vhdLWZCmfaujn6ZuT7OfVTNT+34+9yMVK+ybOXpu+pkxdOM3TU/C3m4aUykBzB550b8uJLd14vTrtAZp5ef2mqb8qgxDnHdrMl5Cy1cj4uZ5/o/OxLGD7S96XgptyTtu24vJSwYGHUfqfbMAw8fvx46sN1ZaiKT0tKU7VnOWpp03W7O5yW+zkbE0qF7iNplhdIM2F1YUgLgys6FfJrxyljfhAn2TqFdc7PQnFXL4BdT+yKnkLePhyzJIdh4K/8lb/Czc3NCzWP7rYvBUD5UftR+1H7UftR+1H7UftXv30egPI770zzo/aj9qP2o/aj9qP2o/aj9intS6FBqeuOxWI9xTtLK3HO+ctzonfeSlLEkfU7hgZe8vH80idThJ9OTc0otRcOUJ3+CYzDnqHf5dcVB7cmRlukaC9v6qX/fOVnTsMRn/bZz9lKPPqF1159rRSJrrrNKa9CC282W1IWls6zFiYavdCnTUvbLbj/4DXWqzUJqSWz21wz9Hturx5TPHHEZA+cO9o7S8giF9sykuYZgqTYKQUuh5MrKxRpKMIOsnQj/1aKbDkNKSliFLdZYw1GmyyizD4EUbJHFssll5f3puswxltCGj/5Yt19q3T8F+7ZK26iuvvuMXx3stkXHqgXSf505+k4CRtkXnrq97P3WnuOUVmE7D273X76cogh0/c5/dmYSSMRo9QyKsGcuZbCaMNquaKuKxbLRTZmy1Wpczig1GyRUFWY4v9FmDwMUnxQwlK5onk+9rquTzKsii5Dka3MrZn6qc6DTOkbxWxx7I/h5wcPHmQ/ny9vSylNFbpBruHDhw9fMEwL2Rxxs9lMRmIv8/qYZy4VU7GiZ/ksZnaflAJdQnlTtuMsZfpl266q6qRPzFvf93z88cfT91eDohsVKtcHSquWVBlYNaItSZHUjzA6dBQ9n+4aVGVRi0YSFIwm+QguELYH0uDED6yymLYh+oC72YIPUgpDiW+KriwYjekkI1M32fk4iUGh9z6H1jyH3R4/ySQU5FCjCMZrEeDWs6y1HDssOkmFQ6XPr/f5UgCUe/fe5Cd+4vceY+Y57uspokOJJ8v4M4unZ4GRUmBsFgpaQJV6oiJuPBpbHZvIGY6Cy+n/U8yuHMerjroo2vPveWw9AdhpECsx9EcffIcPvv/tvH3NB9c/w268IHGsv3L3ISylyye5RJ6w5tOHmn+GO3HsuWbi5B/Hr3yWGGGJo8qgnqbwZ8kqPZ57ARvyHasdP37/H9Ja0WM8f37FP/kn/4xhGHIaaa5Nk+/5OI6yrRh586tv885P/DS/9/f92/z87/k3SEqMsr79T/43Pvr+r/Pt/88/yHV4HF1jqGvF06cHhiFQNyIk3Q/iJLxcVmy2ju12ZLWqqKzm2U1Aobh/XhEjHPo49Z0xiK+MCzJJ3bs8Q2mDT4r9bs/mdsP5+RmLRcdh8LlS6w3D6Nhsen7X7/oZ/u0//P8oPYXn46+xDx+TwssG0OM1K33/eNGhlBOWabGQpuU+6qlvlM8eY9tFjHfMPirajKOXgtzPWISPedtFu1IE3vNOUuriTEAiFfGl5p2zX2BZ3Qdgt9vz7V/5F0i2QeJw2DGMPfv9lhgCr593AioHzzBGdn3EJym0N0YxnSLCcrHk5/5vP8fDhw95+MZXaZqapq7Y7bfic7QbiE5KEMTo8GFDZaGuFcvmnEXX8eFHV+z3A0NIDOPI1dWVaGdi5OHDh9y7f4/7Z/dom4aQNWtai9B3fbbEVjq7UYvQeUyKEBOHvmd3u+fxe0+na/T7f//v5+d+7uc+5Yn6v3ZLKfE//U//E9/5zncAuLy85N/9d//dF+qx7fd79vs9//gf/2Ourq4mQFNqNBWtA5Adew3379+nbVvOz89P7NmBV2pcCgCZA5SpRlaMeWG04XA4cDgcpvfszIqh6Lfu3bvHm2++yYMHD14wgXv//ff523/7b0+aum88tXzzsUFvBkgK/3OvE19fk775FYIOON8T3n9M+PAJq1FRY2i++lXMvTX1T38V0zXY1YJ4vSc827L/Z99l/Og559/4cerXzlm88xbj1Yan/8c/J93uSLsdoTIka6kuLjCrju6dNzBnC5q37uGi4zAcuH72nNvrG37rN7/Hs6fPef/Rh9zebPj48VOSMpi6o1uu6FZrzu+/xmK14vXLr9F2C9puJWJ+o7i5ueHZs2dU4TE23X7ufvKlAChKFa8ONZvopahYlu5RplJJm9I5HU8XnILJWbMmW3aTAYpKRTz4wk6PK/fTl2egJM2+d5Q8TSvQ4q6XZffqRLgqKv1i5lRSvuYtKak6O3keK+ZIYhKuHgFIOm5+dqBpmpCO3z1uK+9/EoqeXoi70+UrFynTqvLuavuFLcw+IQDyZE2fByRVBGFJkdLRfMhIJTSSAjeO3F5fMQw9KUWM1VSVVOhsu4bFsmM4RMbDQN8Hhj5KjRwXszV9YhgdwYuHx34f6AdPZSFVhsrIefWDx4fEoZeaTZXNVT9DQqOxRrHoavGyiBCcpbearOvO9S9CQaOQ4kuuS+7H6mWSRHXnc/OXMzrI/z6mft5VUDLvohlcTMn35eILyNEFZCbEjjsdtzP1mfkzc2cHai6dTbMfdXIqpWRBCJ6YAvvDnr4/4IPLVbzj9OzXjSVqTbtYUS+WjEEqCw/9wKJb8OabD7l//z7r9ZIYXPZV2TGMQ15ta/ohZTH9gNEV1kp9ndVqxfm5o24GtoeBOnvI7Pd7bm9vhXFBSipYa8SxWSvats4VzS0xBoZe6l8ZpNJ0jAUMnj40JaX8y9zu+qzAy8+7gI75c/+ybRXGpK5rLi8vWSwWXFxcnICTT3JZfZkAeyqCmBc+TdNwc3MjglDnJjanfGbOqhTQ8rLzmTftI2YA9h5CQj/dYSpLbWtiBa7VhPvnhJRon/XYIWIOI+YwUjcNpqoxHsIYoQ8sX7/H4mzN8u2H2PMldtHghwHOO1JjYNWi6wplK9r755iuRS87glZcPbtis93w5OljHj9+zLMnz/jww4+5vd1xdb1nHBPt+j62aVmcX9ItlnTLFauzS9rFkm51QVXVKFOBklk3KQPailvbF2hfiqdg3ufmnS2kmPO7S+fL865Wk0eG2PdOnjcCSpitIo97ubvXlx5LYTzuMifqhfdfQimqMnEcl7QlG+JlA5lWx4duwiBzynGWYXP63ovncJeqPHmQZ6+9jLYvEOKTRfFqchss9HtKiA3+dC3U9FvulXphxaO1pmlavPfT4CO0uqj6m6qWyTNEgh959uQR280Nw9CzrFqshmbRsFgvuffggs114mY4sNv19P3IGCMhQXA5iyMExjHQ947BJQYPlU2kCItOBpvNPuJ8pB89C22pjUEHyWApgOjyfJWLEIIh4Yaeuqmzh8dADCn7FEQq+6KT7BTK0icI+PhmOmLO0/tQwGsGDeU6K45s1cnG8gYK4zbrY3rqCyV7pfSTI7jIT88s9JbTGSeMUj5X+lCuyCx3+6R/xSQrV+dHYvTs9jsOh70YQVkjJmPGYCpDo2uWuuWNr3yN1x6+yRhGXPBcPX9G1zT81E/9OOv1ist7Zzx//oyr6yu22w3DOLI+uxSvmL34Ax0OPU1tpZDb+ozLiwuUruj7gWc3G0II3L93weMnj7m9vUIR0Cpirfi/qCT38uLiAp3DgdvtLbvdlpgSVV1nSKNmT/qLbT42/Mv26/hht8+am1HG8/m4NH9tDjqstXRdx8OHD1mtVlxeXn7ufc+BU/mczp41Nzc3GGPE/+YOqJlnkN2tPv2JzQfoA3E3EMcA7z3HKMW5qYmdxjUVoTbEyxVKPYFnO+JmTzIaW0t9J71zxM1AutmzfPtNmgfnVG+cQW0lU8pVjK+vppW4bhp0VVGfnVNVlfjxHPa895sf8NFHH/Kd7/wL3nv/Az766BGb3cjoIu3ijKZb8tpXv87y4oIHX/0qbbugaxc0zQJb1VRVg0Lhx5GIWPiHJOaknyaHeFX7UgCUeSeJubZBzHHpmObIdgZEdEKpXJ6assC86ypbBv6XlQwvUebjMZz8jpStyveFzpmO9WXpkrLHwpjIa8VZ82WfF6R+yphMe82hhqNHRgERR5R/d1vlQ9MWZyzKnDxRSAVabcAamYASYp+SGf8XrhQph5uSMDZlLZ+mmXU6krzvdFyQnxxnLihmZeJ348gYHYuuzSsWMQOT1EOHdz1D33M49CyXCWs16/U5m+cdu+2e4dATvaOpNXXdcLPtSS6ibQFIFc4n+jFKyIBcu4dAVHJOlc0OsmiMQvxD8vUZRmFXnj69pqor2q4BohiZJan4WcJZ+8MgTMoMXN5tLx/z5hPZS96ebt6R2UgRiXHH2T16RUup3H81292sX6BJxBfCfRNYSuXf83Tv8qyk6cNTwcTcYoxSViKJp0NTV1izZLVa0rY1b75+SV1VVMYSosEFw+W9C87P11StuBe/+fA+dVXx4PVL8TVqLV1XsVy1hDSgbUQbMXP03mVDuAHn2gzAxLLbGGHfzs+W03lZK7olqblT07UVbVvTzQ3kohRfU0plXUItZlnDiA/ST4d+eJEw+1E7aXMGZR7Wmf/ddR3L5ZLFYjFld77MDfeTwN6r3pNK1O3045x425TPzwHK52mmslSdJVSe6B1h52AzSmmSRYPuKsLVDfHRFf23v0v48Ap9eUb14Az/nQ8Y9yPDr78vBU99pHpwRrN8DR89afDsbjbcPr/mo+dPaddLzh7cR0znHe9/+H2GfuC9Dz7k9uaW7737fa5vb3n89Cm984y24fzN16nqjvN7D2m6JesHr1F3C7rzC9HPGYtThhjBj1KqI3pPEohCUghjE/UXcbr/sgCU03hh+Qnp9Lkv1sEm21bIYi6+wMDM22RkNt/fBF7uvD6BFGaD8tH2/GXg5GUgRVqpVJtmv+efVbN5bA5AjltSp2RM/mdewc5AC5wCFOavzTQJKpVgWaLSCWugrQScBKB3MObaVgVczMn9HCCQTlzO9gSclE8ewzpqdvzlfREvGuqqou97xnFkuZSaGiaHXQpQ9W5gGHv6oScRMaZmsZBCcv2hZxwGUgxUtUwou/2Az+BCa0VdaRgS2x5i7ishF8Pzo/SnVacnR1aSlBZXRo5z9AFc4Op6Q9fVWCtsj7WWRBLTuXzGfS9hCfMZ3INfaC8U45rdX3V6TVP558SAHUHC8aKf9s0ZlDi+MLtfSs2qMM8+WMDX/LhePLX00lNIKeK8Q6nCRDVo3XBxcc5i0fH6w9dpshjRezj0ifPzM1brBeuLM5q2lntrDJeXZ1PFcQEpNaOrAI8qRSOjF7M257NvkUBxrUXMbG1kVS1kQjSaqjLZVE4OvGkqmrqisvVkT+5TyKEAPYETcevtCd4z9D1u5s/0qvZ/QTeIL9ReFvqZ/z1nUuY/wqw2tG1L0zTUdf3C9j4vCzX/fNl++dnv9yfs7icd8yc1bQ2mqcBalInEPpD2DjeOmFhhGwujIzy74fC9Dxm/95jm7bdIIeC/9xj35Jqb//c/Jy1a1HpJ+IWfIXWWlMTd+LDZsrm95entNeeNYVEbqXjuPR99/BHXz6/5P7/9azx/fsV3v/s9euc5OE+7PqddrTl77Q1WZ5c8ePPr1O2CdnWGshWqqkSLFhMBTYigUilbn93ZlSziTWVRw7/GIZ45MDmGV1TxnxEnUCZj1DzpZoOqk6D3fKPHVX4JoaRSKK98+CXoPKXClGT3zhmjMEkM8vGdAJqT7SSKy9/xu+kFN74pK2DmCFjwiioCXiVsxFF+IqjmhBG5A1aOr0PKokpNwuhEbaG28OZZYt3AG2eRiCIkzccbuO7hei9ARaU4hXJiUPigJAsiKUIKUiI8HQ+/hHam2TPlY5+dcyzFGhOTZTtIRobPp+ydoz8cMEZKADz68H2++5u/zmv3H9C1DYuupalrvIuSeWM0PoD3EWsqujabJyXY92Iw1NQwjpExRFadYdFYuq4BpThkZXtVVRxGz37wLJqKpjKM3uF85Pp2y2Go5ZiMoWsqQtT4BBwkXBJizMURX0Bl8475wl9HaDCHgxmFqOOvKdqjmFwpXxAp393bHBiXGFLpYyjR3J4SIdPe74p1y3Ok83bi/IvHQ53aarXi53/+51itVzx4cB/vR4L3GKuoKsvbX3+Luq5IEbxP9H2kWy7pugVVW2GszmFQiMlJ2C4FtIHzixXKBA4Hy+PHV/T9iNaJtq3Rl/dYLVdSwVVpYkzYUsbeaFIOca2WK1bL5XRuXbfAGMvQ94yjgCutDXVd52wUn4sGViy7JXXl5PS9AoZX3O8vZ3tVf/u0if3EMCwDk1Jvab1ec3Z2Rl3XJ1qPl4Gez9uKzXvbtqxWK/b7PeM4nmy/PCufZ1/RakJjoa7QYyIeBuhHhkdX1DZRv7HEX+/Zf/8pql3QfPUt2h//Gtponv8vf4/47Jbwm4/g6w9h2eG8lP6gSoTg2e+27Dcbdte3jIeB7fMNT5485fr6mvfe/5DNdsf17kBM0F6+wbrr6M4uWF1csjy7YLG+oKpbqm6NMhZvpJaUcsfEjKjitABVE3OfQCepk6Qs6aB4+R3/5PalACjwEpHTfNKday/yhD17eWIHUGUVp05HyhlQmBaixwXpi+Gdk2MrQCO9AE7mwOX4/VN76NPTfHHLLzwLhVUpmgN1+rkjY3L6j6O+ZCbsnSEWqxNWQ1fBooL7S7jo4K1zYUNyAVsRkCZyYbkMyGJi9DAgIEVIFjVNT6qAlJe0uy+nJA+e1LjJdWlyPaEQENv1kO3wowhdt5sbrq6eirhSkVfSWgCfAmM10cukrXXJ3xJ0G3NVY2s0QYsOw2iFtYq2MaSk2PUjKEVVaZQXd2GldS5jIGnLfQgo5xnHIOGkSkttnMhkEz9nID7pYX5paFDNOyj53t/p57P7KRhhhibm25rt4y5FruQfp/doCv2k0ttfAOEnWWP5f9MhZ8By914Xd9HLywvefOsNxnHAZz2KNpoHrz2QCsEh4VxkGKJUK24alAGlxZk2JdH8pFJK3iiquqJpalIKkrnjR0RwKxqnqq6lnk1eZGilwYC2x7pURQRZJktjZDj1QRyfh2GgrmVVH3MBxfJjjCGlhNXmpZkl82t+9z78697usiflPtR1TV3XrxTT/qD7LGCoaZope+cHZbaSUkQjNgYpexskHwnbntiPqIhUPQ8Rc75GrxTVa5ck5zh8/Ix0tUXtB1SuQF9KrqQk9av22x277ZbddgvbPTdXGz589DFPn13x0eMn7IeRaGts03K2vmSxPuP8wWusLy5Zrs+xTYeyFUlXJPQUyE0pzha7We6g8oiuZj9aSktE9a8xQLk70ZfJtgx5sUza5eLNY/boPJfPMnbm257vSL3i3+WljKKLOLB8qJTFeXmO/QtbmfZ6ur0XBymlStw+HYFJks7jXU+MjqZeo3SVV+VIWvVMiyDbkd86zxhFDKkAo4U5uWwTyzrx1lqzbhVfuadpLHRNwmjQJnG5hDEkrvea0StChBASwyFxtU98vAlc95rtINlTEeQBVMIYFUalXJfELE36eNKgNJWtqOqGmAu09f0eNybMoiHFiFZiAz+OgSePP+a97/0W43AAFen7gXF0WK1o2oZl0+D9gA+Ox88cwxD44FZqfbx+vyFGGF0iRY1Klv2YGEIkGmFHvvPuNatFxTtfuWBRW1pbcXCR7eipGys/dRZ02poI9M4xeln5Hw49/eCo62qqKHr3vAsj8fIB8bRPH0Hm6T1WBakmYRMLSxdTLrsw9cnTVWCMuRjgbCJ95cQ5DwtNaf9CbcWU0ElqGSmOEw2p6LlOFwZ1XXN+vma1WrJcLjg7W+ZQkviUoKVKs6TfATrlTC0txdecxzuppbPZbCn1TdquyaUuDF3Xoq1G6YQ2kv2llcWaCmtqSJoYih1/hAwu2q4jRPGLKOUo+sMO7z3XN1c4JxXM1+s1i8VCavs4zzh6YlR4L6GfFOOx09+9qz+ksM4XZRDufu/zbueHxVzMx7+S0XO0+xfmsmkaFosFi8Xitw3MKSUlSNbr9ZTyLN5FcQIrYrmvT477k1okSUg5JJQHkgYP8bYnbUeUiyze+Qr2/Ix6fY6tW9LugL/Z4He3hN2BsOupLs5p7t8naNheXfH02RM2m1t+7Z//Cx4/fca3v/Ob9P3Ifj8SVUNSFet7X+PBYsnFg4fUbcfy7AJb19S5ErQ2hqQMKWlSFC2jKXMF5EWAmhb+sq4WlrJoUGKSOliJL6bR+VIAFJiPi6crtaSOE/AJ1X38JqAkxVcpVM6iKTF1GdjV6cc/aZ9lp5RJRf41sSMne04nv/PS9UUC5xXY8yT9WRVAE0nJ4YYNbtxhMFRVizLtCVU05RCoMogcmRO5AlIwr1KJWiWWVWJdw1mjWNWKhYRNhZGQAsV0VaKxEk7yAULK1DsSq9wPicMIB5KwFFPHnhWvK2GEO6zXyUVP2T8mJYyWVa/4c8TpnpSVPAkO+x2319cMQ4/zTpTt3klqecr7T0yeHsUrhswyxJTw2UjJGJWPWXx1BHwWozDhXoxWkiGWWQStZMVutMFYi6QKS+XokCSsU1JOdV5FfdLQ9qJY+i5Amd/PY0aNKthXqfklzkD3VGs1f5+y9XSn/75kAppnaKU7FNnEYGaa5iQDqIT0ZtsKIbDbbUlEjIX1es1yuQBM9i8qwLz4tcTZBhIQCbnwYszmbqU6rKSmyiRXWam4Wu5xYU1ilPpXUkV5JBGphMhGN5Len3SarlcIUrNHavocBexHXVzK6eRqGrBV1qp8nvZ5J/5XffbTtvN5dRV3t/fDBAqvyjKcMxtVVf221dgp29RaU+XKwMaYF4zj7mYWfVqTMeqYXSCPskIFKcyq0JhlJ+PH2Tm6bohPNSpFzJv3SJsd/uqWWGn8OLC/usItEu9/8B7X1zd8/4OPeH5zy/Wux7mIi1C1LbZZsri4L2nCFw+omoZmscJYK5qRaV7JNe5KjbM8N5Vqy0qlPN2V+S0ef9Lx70/mhF/dvjQABWaDIhxL0Zc35x4gHNP75vPf3d866zjuZh1kzMHs10u+fTygUtnz5FinG3rndTXn9/NnphDSKQqVB0FEACLcM7gwMA63XD39NbY3H/DGG99isXqAbb6K1iZPPGVSKOdZaPi8SlGSClsRWWjHwnhebw3nC8VlC10tXh9KKfK4n1flCZvZlpQALSW8+zrRmIjyAd8nHDColqAMg56BuOOJTees1Wl6dQnxFB1ASkFQfZkYUUAuB54SOiaunz6FqHj25GPW6xW318/o97d0tebQR57ejjIJeYnzNBYe3msIEfpDoHeBbe9ZNJpFo7OAVqr7KuD1ywVaK/aHMbMklro1tFqx3yd8hMWio6pspvsDzgVUcKBytlmY34OXDe5HUPbp7Xh/pwGlbL2sgPJ1N0bAGQmhYV+SjVD2WdyEJvA3vXec9I/hnWNTGewYpXMq/xx4ZsBXyM1Zu7m55tu/+n/Stg0XF2f8nt/z83zzmz+RqzMnQZdKo5RFE1BefGJiCtljRuMcGK1p6laOwWpsJeHBuq7QWmUzLcU43mRQpfEucNgPkK7ZbTeE4FAKztYXNG3HotVUpqKtO4bRidA1SN+7vLwkpsBud0Brwzg6fM6yOMQerTRtV2fhZY0bhRH6rITJD2sC/u0Ig/x2tWIn8DIAVNf1xJ7cNXr7YTdr7STEFXG2PzmWcqx3X3tlC+IAm3xA+YCJCpLGKIPVVtjvywWmq3HWMKBQ+4rEgup3/zjp46ekf3bD9vlT+qcbvnvzLh+fVXz7X/w6V7cbnm1HojKYds364pIHr7/J2eVrLNYXLJZrrK2prGjppNJ8wicBXVqJh5OYruW5MFc2J4XZYCDPvjg9J0gi/JepIYD61xygJAoAPRWSHgFKtpua2A3F/ILJovI4jE8cQx58SfPB+PjNNPuOmg3+80ydmI4JtXePOk0i0hffK78KTf5Sel+VVe4xoydFh3c7xv6WYf+cYbjFVh2LFFGYF8I606aUnIMGrAKTIjaOVDrQEEhjZFSasVIYZYjRCEtQjrMIiNXpmWoNdaVoa1g20NlIQ0Qph1cJtJGO7Au4ONqDpVccp9FHoKIyaJzCeglQssoJPuCjw7uR/rDn2bNnrM8vSHFEqygghqM/i0J8LDQJk0SZrhEaVo8ykY8uUeWLrwFtFOtlLceay4q7wdOgpPq1FhFvnFiSO/c4nzFIqmtKYu52VxBdwHdhMsr9L8zD/Pq8HHLPVnVpIlKyrkRNA82UdTbt98iwHZ+P0p/j8bXpMErYRgAikezrIsJjpZieCRm8MjIJkbs+KNZazs7OcG7k6dOnfPzxx6zXS+7dv6RpGzEuLCvXYm2uFCEGSvjzhbTUfJ+L+HXuijs9rzExjo4Ud4RQUVcGrcUMrO9HYlRYsztZRYurrFwE7x0xHVkpqYZergsTuC5H83mn9S8SOvlhhFt+GPv4osdR7uHLvlvYk3I/fpD9fJbjMMZMdvbDMJwYut3tb5/aEqcL2FKNOEkf8TGQgiG5gIqCyRkCaTcS3n1C+Pgx7vuPudnteLLZ8J7d8vHWsuk9LlW0Z0tM1bJc3aM7u2B9+YBufUG9WGHrFmOsaK0yOMkjkZxHDpuiJGwj5xhQRMnYKacwzXfHyuFlSFIAmldqDD+tfTkAShKRYWS2gjsZxIWpIpd+nlaTlIRhNQ2uZRguRMa0opxPGAopbY8iqTsPTQLIcbf0SWY9heY/imKPm1fTRDQZ/uQOMG8TlaiOjFAMA8PhisP2MbvNI/abJxhdk4IHYyegVo445SW7rP3AKGg0mOCp3I4WaDWMO/AHqJWk0Z6tLJUFa2bzZIKYNNMiPEioo2kNq5QIPvD8yrNlZFDgtaeqG1zShKgnD5X5dKjvDN9KKazVeB/wzk1lxAtjEpLCaEO3WDD2B4IbcMOB3c7w7ve+ByjefmtJbULOApJJRGeqf90ZrIXDIOnEvlHoA/RjxPvAbox0SVPXEt6qrKK5XOBjpB8jm51jsxsIUVPXhqaRuhRDKdwzYdXM9ahyP8QTJaaEVlL3Z94k+4lpAJh1tqnPHDvnXV7wRZ5wHkmbgPjd/nnyPsebQwJ1jCunpKYIs5gyFfdIWTwtTUNTWyorotODC4Tk8RxISj6kVHxhqm67lh/7sW/w/e9/n+9+9zdpmordbsP//ff+Hh40D0QjohQhgUZTN4YYPSE6jI6ZhtakzHhNECqzct5lM6kosfIQg4TbvGJwI94Fus7S1JZF10pqeNhhzMBue5gmRGst1lhMJddrt9uTSBNjOY4Ba2usqSagGZwnaTVpwz5P+6IT/G93+yz7+KLHMTdlnI+pSqmJQanr+qUOvD/Mcy8AqG3FZXi/359Y5N8V8H5ak5piYZrSY4ykEFAh4kOgdw6dQI8Ro4xg+duR+PGG8X/7FYaPPqb///0GH5iBX60GvntjedpYmvVr2OUZD9/8CovFmgf33sTULbpbQF2hjMVojc4jrJLBiEQgpISyYrWgtCwk4gTkPWJkGifN5okp3QuL6JIx+q+xSBZKFoT8J/GyWQZLXiHKYi2hkyaJEjQju4x41bEzpxJmmPrYrLOpwtrEzILIQChHIsgmqRx5mwElxXEVBUJ5CzqVb8JspZzrBskK7yi0nTeNxAHzmaAIRN8z7K/x457ge/r+BlN1OL+X7AVbH1edFDCUBbFELJE2BSo8jVW0VlEZTfARHxJuDDijcC6ilaYyKtN7KgsMj5Of9wmlodF58l/B5TrQHyLP945+dGA1CoNV4q6JkoJ+SaWsHTw9aaUko0Ze1tPNMMagsvOrRmOaFuWEanTBk/qeD977PilF7q2+wW53YLM7EIJn2RqcEwO20QWGMXG9lcnK2MQwhGkQUgpcgDRGtocRrTU+xWnVZLSibcQKPcZAXTVYa8STI8FuPxCCFOIig6vgxX/DGINJwsTou7qEiUGZg5OJs3ixj87vcBkwJ7SupnO5662TYe7pjqf3jjA+lQOigFv5rlYalQyKMhkrunrNom3Y77eZBpZj0EaTlNzrWab81KwxNKslrz94wP7r30Bhefz4OU8eX6FVxYM3HmCtwebnOGlwQQr5ycpPMhmClzorxmiaPIlVlQx9MUYWTUtwHhUjKUSiV7jR0x+cnGsUFhAUQ79DaU1Ty4q9KjbsSmErjbYK2xphd1IlWA4wWlJhUx4zQnTipxNVzrrgX51291hecm9O3nvplz7xw5+7ledrHj4pdvJ1XdO27SScvfu9H0Z7FSi6vb2d6vjM3//M+1VKFrtagz4y6tE7vHPgXWYiA5Wp0cicEVNgf3uDDw71xn2SGfD2QAwymp+//hW69TndgwfUTUe1XKGqGupGxIPWztY5eeacl9FIhdGNL44qqoD80+ty0gOOG3rps/1Z25cCoAgXESaqyWgzxbyBLHzN1FW2+Rb2Q2VqS4GedW6VJ4IJPOSXZ52uCBxjZkle7JSqcCTlIGXSUcdpQOcQUeFxIK+SSYQ8/5RU2RgjKarZ1gvDUJA7kASgjIcbvNsR/UDf36CrBu/2WFtRV83JMUo6rWzXqEiVIm0aqVVgYRXWaIw2+CQiQOciow14L3oTKnGSFWpcHHNtZjedF8BSVwIqqqXiYmUZDpH9bo8fI7q1oCqsrqeoQcghhayBPHlACluC1SjNFDoxxuQJKRC1RtsGdE/KACDEng8++D4ujPzkOw/Y7Q9sdwO1CawXmlElxlHMvgYXeH7riAkWLTgvq2wQsZgPoq3ZanEIPbhIbTWrRY02mq7V+CBZRJU1NE2FsZZh9Dx9vs8hAU/d1Bhjcy0ej51CFi9SxEV/kkpnIt25Nq8CKfPeMvt0AeCz70ys2ktnpNxLy//SnfsipTUx5FVZMkQ0EU1Xr1h0HZubLeMYpBKr0WhliFNdnoxsZxs1xrBedKT7iRQUHz16xJPHz3n65Dm2qrm8fz/3zxwk0wmXIjH4DJ4SPgOUGCJWV1QZnFhzTBPt2k6KtyVJ54wh4EbP0I/S15LGd3Jg2+0OULR1hTWGurIiwE0RW1tsZTh/cImtLCQ7e9ZtXn3LmNIPkgqafJp0DP/KtmkIuwtmy3tH0HyiF5sxVj9oK+CkpGeXUEtJ+30VQPntaAWgdF036VBenWH3qRuTQVKrSVuVYiQ6T/TiLltWrAmDUQlLIqTAYbMhRo958z5J9wR9IN32qDFx/uBNVpcPsOdrjK2wVUsylmDEZE1pPUsvzeGb/FPmP1XkBRPrqvKC+BhzuNtO4ErKU8sJ6/v52pcCoDx+8jEfPd5Of3ddR13XrFYrmrrh7Owcayy2qmQM1BCSTGxJCWXn8Me4n/f44Ah+JCYRsMUY2e12Unr6cBBbbD9KCfAYJpbGaJPj4dX0sB6zBiT2bbVGK01tLSpnoVgrg2fTdlhbIUqHPImkMnffFTBmS3UNpEgIA2N/S799guuvCW5DDAdiFI8HNQdhKWXuJGFSwBBZ20hjIvcasEpjQWrMeEdVQdNAW0FlxAHVW0NUiuvtgWc3Ow59z+g9F6uGylpiFDCUcq0SpTzbTWA/BrqlwTaam9GjfCQcPElp0Fbqohg9iSrnzWhD27QoY1HacjgMuOL86T1jGsVV9NATQsLaGucDMQYeP37EMI58792v4Pqb6XX25LTPSLeo6FTNGJV8v1IMo8eFOK2UJbVO0TUSMqusOJ0uFi3OhRzOkTpQYwgop7FBEwNUlRJxpmqFHqWsuHS+76J/eME6e2JQZ4C0tIkYOQ4kL/uZf+Y0ff0urJnv4+inUgoVTh4IWIyqUBhhTZKiiorgE0M/4oPGe81Vc6B34JMFmzA6ympRy+AnKebC4Z0cSUwE56lsxb3LB2y2e3b7no8fP2UYHW+8+QYKRds2ecJS1FWFyjHzFEVnhBF/nJQCN9fPp6ya9XpN3dQE5yEmmrohRY93UnTS1jW7/YHbzZbRBZqmZtl11FXF2UpSnjUQgyNl75PeDfSPHMpYqqrFWkmBHYYebRJKeVCJprGiWfLxhdDtp7VXZU990uT8g2oy7or5y8pN8Elmr1PMY1Vm1tS8ON4X2/dcezIP8Witqev6JL34biG+366mlKJt5fntuu7Eg6sAp896rXVlsG2DMh50WQSJAFtVFbpr0LZCG0sVDTok+tCTFoYHf+wXMF3D4isPufnub/Hur/0aH+0f4Xd7yOEc1dRgDF6JaNWlRHKepBRtClgiVZaz5kximRMyZpI216Eh7Eo66m5OLw7TfDWFo38AzPhDByghBP6r/+q/4r//7/97Hj16xFtvvcV/8B/8B/yZP/NnTgbH//K//C/5b//b/5br62v+wB/4A/yNv/E3+Mmf/MkvtM/tdsOTZ48pD8VqtaJpGi4v74m7o800oGqJxqCTycBCAEqipAKK8NKN4sbnfC9CTC1OpdfXVwzDwGazxfkRNw447yZ6T4GkaWlDVdeyqlQSpon5odJKSbxaa9qmQZdVQDYZWq3PqWux9KYwQHnlPqcR89BOEQLGGAl+ILgD47AhuAMxjKToIPqJlivfhVh8dLDJS2hHR1oDi0Yoe600PmtHWqtorMKYhFYJFwIqF8+73R94fHXLze2Ow+DYXy6kbopeySTtHEp5tHJ4B8EntJasFvaBNAZS70jKoGwEa0nJyIOZim+LNKWVmCTZClPVeC8urNoYoegzyHR5VaONRYVIioHddgNKcXV1TXK73BfBhSRZFiGwXDQYq+laS8ieJDEmrDVkAkwcSrWmsmXgVFPYIMQE49GELoSI15JGKH1AQJYxVlincGTPJhHlS1Zjpxk8c1qPCRxP23hFu5sBMRfAntTBOWENcw9UZUI6hpUUBk2FxpCCRiWFTqJRCoOTkGCI9IMDY0FpYRL0KD44Ws0E/ne5skx155Bd07Q0dUtdt6LxSInddk9lLXVVYUwxQNOkZERLQilBKP3Ge6lUPI4jzjmqnE4Zc4hOXF4BHMVMbe8Dw9BTVbWAmsWSylbUdSP9MuaaIykyuogPnn4cQRuqKtA0DWIomHU2JqB1om6EcSph6c/TXnaPP21C/ETwMmN55zzaC5jk5IWi9YNIyJNWmgSeL4iTf0Bm4y7Qnod35gZtv92t7L+qKlJKVFU1mfWV9z+PD4rSBm2FUcyDNKDy4syIFX42lrSDR42ecDgQ8Sx+6uvU52vW73yVVRppvv8eSltiiEihNAvGkLTotDxJxvMUSCgsHlLEqJBBvex7euang5w/mUdROdwBKBOplvtGTJPI9ou2HzpA+at/9a/yN/7G3+Bv/a2/xc/+7M/yj/7RP+I//A//Q87Pz/nP//P/HID/+r/+r/lv/pv/hr/1t/4W3/jGN/izf/bP8kf+yB/hV3/1V79QmtjVs6f8yj//F5RHqKnF6W+xXtO2HQ9ef0jXtazWaykuVlXsdnvc6Ak+TlVrQ3YgHcYhD2QHfBgnALDZbPHZIVKpEgKSWHy5T1ofOxlJhvGJms+qQ2MMWimMlVWU0blOR11xfn5J23ZUVScdNAvxqqqisY727h2LiRAc47jj9vp9bm6+z3b7fcbxVlY0MaBSoDaKWiV0GInB4ccDtZaqubWJ1CbRWUVXG5ZdizVQGWgaTzdqWquxGlIYObiRZx/eMAbHwR949PSG9z56znbXMwyey4slTV2z7Fb4ELnZ7IjRE8OIVgatNK/dv6RtOmI4IyQLrs5gzjH2MEZFteioKkjNfPLMlUyLCQlkXYoRwWMIQETrQRxfm0Y0KCFx2O+IIfDxh99jUSe+8nAJMZBi4MnzHZvdSFSeqrJcXqyIMXJ9vaOtK5q2wXsRyppszOV8QGvF+dmCpDRjhN0QuNkO1LXGGo0bHcEHXBBbbGMSY/Dil6EtSWmcc4zOsT8MKAXVS4R+R9BS2IxXPw+fJwYuQAWORC4UDdFp0KgAGclM0lQYKpSvSB6un2wgweXqXIB/lKqmwziiYqDSiUXXYE1CI2LmQ3KkJGnnLzsn7z1X2y0xaUI0rNZrvrFc8tGj97m+uebv/b2/z+XlBb/7577FcrlgvV7hcsG/EISFiqWiuZdw3GK5oOkaoeVVoh97usWCqm5Y70ZS2vGkf0KMCq0Ny+VSBJFtQ20r0drESPQC+jW5GIQ21JWE+Pb7PeMw8vz5LYvFgpQSq2XLctXSLSzGKvphl7N70guC6E9rX4RB+bTtHIOHghhTBspzdqBkFJZssxjjEVDLPwgxj6eZVV6t18IM1z9Y+u+0P47hnrqup/vz2+Ug+6pWxLhd1xFC4HA4fKGCgdoabFujMpAoOD1qWZRarUlXt8TnG27+v7+O+/Apt4ct+mLN1/9ff4Tm3iV6sUI3LcpaGc/GnhgGQugFrEQNQROwjNREpYgKSRRQUVL0FTAlfGSgApSHsmgs40ssM0ormYclm430yo9+5vZDByh/7+/9PX7xF3+RP/pH/ygA77zzDn/n7/wd/uE//IeAdLRf/uVf5s/8mT/DL/7iLwLw3/13/x0PHz7kf/6f/2f+vX/v3/vc+/R+5LDbUpKk3NBjtGF0I3XTEIm0TcNuu6KqJZSy2+5xoyM6GcBiLpHtvVQfdW7EuZ4Q3bTa3O33krrqXNY2HY3SJt8OraeHe1qETA8x02fKylvCBhpbWSpbEccxW223uYqqlcJktuL8rKa9OD7oKQRSEJtuP+wZ9reM/RbvDkg6mKKkhOnk0GlEhURyA2HY4Y1FaYMzAUxiMAqdLM4ZFIa6MlRWAxarQaXIdhgYxpHnt7f0buD2sOXp1YbHz284HBzOBUKCuh7Z9zJgbXYHCZv5EaOFYdJVS9eA1m1mSMzkVOoDuAjKh+zXcbqkn3siiCGWnsIu0zCbIgaTQ1tyn1KMxODY3N6iForlUlxCXYgCAq0lJXG/LfinGKhZrYk6ZQZHmLDRZXW7kgwkl7+XUNOxifpdWB4FBCSNtYDalLLVfWZ9hGGbzGGOLR2vw3wMnlZuL2EfPuskNi3c8o4yjj4JAck7CuHWDERNjApcIjpwQyBF6CuZxEKu5m2NojJQ58KS1iiMtrgYcU4qYKuppPJd1ug4MYUItqqoTYOtLGpU3NzcAInNZoNS0HWtMKN5sZEyM6KK9ktL6rdKItAtTVbjUFU11o7kILwA4bKgmAzVsudDEEM2VEKleUaWLl+fMgDF9VhW+U1bY61iGPf5DD+HoHK6X5+dQfkkXcSpd438Fur+WAU+5usYM/Ao5x5TPHEfJp9NzGmyIgJXNE7gZ139YDPV3fMQxstOmTs/LKbmVW3O/pe/53WA7mYXfVY9itIKZXLfmsVaY0qYMuEfDvjnVwzvfcjw7ke4FLBBWJCoNVGJTb6UZhC2OEUn7HnSSJ6vISapOh6VImpISTxKFGHS+1EMNOfHKGdUzuyl5zFPLy5z31x78kXvyg8doPzCL/wCf/Nv/k2+853v8M1vfpN/9s/+Gf/7//6/89f+2l8D4Lvf/S6PHj3iD//hPzx95/z8nH/r3/q3+Pt//++/FKAMw8AwHItp3d7enrxvlBJmYaocHCAGQh/o+y0f3jybAQpJD/bOCbqcBpeShTO/mHmAqYTCa3Iqc1Ahr54UWpnMsGSAUsiTxPHBvnPjohdKVMVjGfuoNU5rtrsNvbUzK2c9sQbpx7/OvYufyMeZCNsrxkPPod8x9Ddsn3+P/vYxcTyglJECZ0R0PGCHxxgOkGr84cD29gqtRAOTkiPhsXjauuKdNx5yvl7x1uv3aCrL2bJmd+jZDyP/52+8x7ObWz54+pxhHNn3BwF1/mjxHLcHtBm42Y05FFLhoqYfLUlVoCz7jwPGDNj6gLWB5apCGwmf+KTwSeN9wqtw4gRujKFbdBhjMbYmKYOxjtE7ceVUWXSsONKlWmOtwSR5+N579/ucryrW31jSD4Hr24Gz9YJ3Li+4urml70e+/+FBnGFVxGhF5TwuJXyMLBfijXG7H3A+Mt6OGdhIjZiLy048Ukg4L4eyXtYEH9hsDzRNzeK8wzmFE5aVkH00EsLM+DursYlBKaEcMlPCMTvnZYBk/vs0rMPJd7QSgTORTPfeBT9lTwaVKoa9Z9wf8IdEcDAcAikqDsNWQl5GsV7V3F8uee28ZrmErvVYC91yweANbAZSP9I7J2AnRfnJzRpDu1ozushh8OgMFO5d3GPRtTx5+pjtZsO7777Hgwf3qet6yqwTvbGibkQHFZtqYgmsrtA5hIOC/X4gxETbLhgXsFis2O327LY7odeNzsxCZhBCZBgyQ6f1ZF4VM4QzxtJoQ9uuuLy85J2336FuJA26bQ3awDAecE60YSk64NMrGv8gbR42nDyaStX3GAgpEFPABwmNFtOt4vESQpDXcsaK9CPR0tmspZNzEZAzCUcRIzWr7SRq/SLHPT/+Ak66ruPi4oKu6z73dn/QVoBr0wgbV8S785TbzwJStLXYpiZZSzSSzZOUpKFrL+zu9skTbr/z67hf/RXiu49oHryObRpuNzvqRcfifCSFRFtVKCIh9Lhxgxs7WkApm5/9iItRzGFRaKlDjEpjNsSsIS8W9UxHJONAfi4Vr2RF4hTmKwkOavrs6bz62dsP/a7+0i/9Ere3t/z0T//0ZGL0l/7SX+Lf//f/fQAePXoEwMOHD0++9/Dhw+m9u+0v/+W/zJ//83/+lftUSI2PqhI0y6yDKAodl6ZVUYwBQyJlt0mlxG2ytMJ6FGRc2QqUFAELPjAS0dpMhb600viQQUfZTorEpIhxnuaZ3/IBEmKbPYvVisNkl7MM9NQ5QoiM48jCmtk5w1kbaVTEpoQOkRs8KklO/aTbSIEUPW64RacEqmMce8ZxJMZebNzjIIxLCjTWUmnDru9BJbqmpmtqbrdbdvsDj55dc73Zcrvd40KuLZKBGEpEpCHmgntaU9uKbrHC+oSyER8FyeuqRekKVXdgKqKpwWihOpOs0pM2k5X4/LxVrhNxXNnqnAlzFJdOjJYRFkoKxUkfcN7RD4nNtpZUz2KVXdekpHGBiR3RRrqTOT5r9IPH+6Maw/uAPMwChOrakmLuD/mBlnCDWPOnBGMubjc6GdC0OtbfmVYgs1YA7lETkq/HHVAif86Hg1M9y4nY7e73EkwGQBOrIgyfnIOGqCV8M0SG3hNHRQqIx4dRRCUGftZCU2u6ztA0soI22ueyCAZjEnXWNTU2C2WTOhFFa2NYNA3WBVA+F6VM4myZ2UVQ7HZ72rZhs9kKQ1rZzLIVllIKlqU8GZOzzpTOhoAJBGKoDDSlr8SUsFqL4Z6RH6UlpdmHIGyZVllQKBClGLSpfL9SLJOW3I+YabMqC/YBRvPJoYFXWbkVtvBEQjILJ5f7XibNabEUjwAlxMwcR09MARfcCxNtSaMNmWUu46t0i0Ty0oHmxyn7kjFTOcUwjlRZq/FFtCJ3Bd9T2Ltpfseyd17WzHwcmulQ5r8/qSkl41nSaabXSBOrGkMkGQOLFvvafZRL1KsL7HoNShFiZHADPvo87seJNVcpZNuHLFhWCUskalmMSHhHrCqyTdgUlZlGibus5vTnncrz5b3MnBxHoPQiG/w52g8doPyP/+P/yP/wP/wP/O2//bf52Z/9Wf7pP/2n/Ik/8Sd46623+ON//I9/oW3+6T/9p/kv/ov/Yvr79vaWr33ta9PfKkZ08Jw1K9brlXSMlBj3BypjuH9+LvRjCPR9z9D30x2x9TEMANJhygO5WCypq3oSRG13O8ZhYHN7S101dG03rWJlwj+KDlOUGgQhRZq6prJWVmNKgYsYFCtbo5XB5g6uteZsvaZpaqqqqKgTbhzZbLak9fIYJlLw9gOFioonN5bnN4brp4GdKoOddNYUPcH1bG4+Yqg3KHNOPwT2w8B2v+HQ7xldT4xBRI9a8+GTp6wXCx4+eMBq0bHoOp5fXbHd7Xj/4yf044gLnpLyKwNZzNF4RYiWRIVRHVW94PXX38JHzeA120PkMEbqbpHV6W32AJAYbNSg9czdUI93Yxo5DGJo6orBeUbnGYYD+/0e5yQkhxLPF2MrFFIYru9HATLBse8j7z/asVxUnJ81ssqrWgav2fVSMyVGYRSiMZgcJjBorm4GfEgs2gqjFAcnFvdd1iosFg3ODeK9ocWx9Pa2JwFVbXE+sbsZ2O17hnEkxkhlDSnMKhrfbS95yOcMx8tCPOVrSsVPjM9PYecy2RUQlAG00YYUFdEpYtAkrzhsA9vbEYOE7FbLhVQt1QqjE9YE1meG9ZlmuUx0jUcxoJWkL1oVWbYasau0whRi0E5Ni7XKWh7cv8/gAu3esT8cOAxDDttoum5BjIHr62tZdBjDa6894P6De9R1nYWzAupsJcL4/tBPk62JIlyPUcCR8zCMkd1hYHCehMJUFU1bUzWViNvzYmf0I6SISommqqisycXRpN5PDIl+GDj0B7bbLYkGY1sSUpSw6zpSaggh4HIXv3uLXwVMXuganGpGBFzEHOZKE3AvzIf3xZIhTp8fw4hPPnuyCIgpOo/CXjjnCDFQVfXkGxVTYhyHKclATOvM1I/HUZ65W24l+66wmTml9tPaHJCULJ3CXHRdx3K5/B1nT+atOMoaYyZQN/dr+bRWQsHBJKKJpcQeIXpU8ITRo9Yrqre/ysJ02Js9ahdguQBjCNGz6bcc3IGYHCoFycpMDoM/AvUEOiW0CmJYapQsblVEo7BK0SDhIo/KfOExbDc74pcwtXNwUl6Ufqnuvv452w/9zv7JP/kn+aVf+qUpVPOtb32Ld999l7/8l/8yf/yP/3HeeOMNAD7++GPefPPN6Xsff/wxP//zP//SbTZNQ9M0L30PoNKGla1YaEVHotIGDYxVLa6i2ubqi5a11oS6yoRsEt2DglQeBKvxQR7UVduKHsRaULC2Bu8dfdtM8c+jkVo8ju8ZDEcSXiVaa6mNEc1IjPSVR6NYmlqoZn0EKJVK6OCOyDYzKavaMljNMDtvaxUqCRoOKTC6AzG6vNqfIVcFgxtxcY/zidEn+lGQt/NjfrCQUFOCwTk4HEjPnlFvKpqqYrfvGUfHGBSRAiBK6rJMApVtMKZCmyVKV9i2g7qhj51k6DQVlU7QgKmqvCKVdOpp6ZzvhYA8uDtlO+e5vd1SVQNV1ePTsQ4MpCmMZ7QhBKlcrMQCbgKIKUlSiTbCkGgjDNhh6KXmCoGmEs8KbUVPsR99DnTIvqxRrJYCbsMmkIBxGMXUrjIEl/AhMQYnxzE4SBCMIaEx1k73VucVuK2sTDITUzJrGUSU1dBpivARoLwqDj4XGJZBZtKWTNQ5xxBSXh0VmjaFxLAPRK+JLpG8pjItbSMp5YuuySvqEWuhbQzLpaZbKJQNBJWIvkeriI0RpTXLRQXak1IlsXgMQ1CTE3FMib4XMBhjRBtDlSs+O+fwTlaNTd0QfOT2VoTh+8OOi/Nz2q7l/HydGTRJf97vy2QaqHIfHJ1nGAPb7Z5DP4gRW9NSNx11bbDVkXofglRIvnr+jJKOee/inLPVOtcyUahY2E8R+m62G9rO5v1FqZysj0xff5hn5522cgtTSjlbiBkLcgQYkzg1hOn1Ep7xIbOcIUwr8zJQpbziDSnI9icmX7KMYgYqxugcxlaiw0uSmlpEvmU7WoseYq7ZiCHSjwNJJUwv2YtU1WdeWN8NSRbgVDJofieyd151XMVm31o7MUyfyw9FcbSYz/NGEqqQ4ByH3Y6x74nOQ67XM262pBCoRocOgUploLTowBipTp5BwWSxglSlrzWYymCsRsWYn/NERB2BSV4jvHga5Z6Sf5+GDI+fUBMTW+bDL8pv/dAByn6/f6HDFHQJ8I1vfIM33niD//V//V8nQHJ7e8s/+Af/gP/0P/1Pv9A+K605qxuWWtOlyEIrrDaMldDTS2WxWlEZhW1qjEry0MaAy+mIHpmoqsZmgazibNHStgsqa4X5WC4moaXK4kxZaUfxP0G0KCopqmSICryBThsapRj24p9y7UcSsFRH5XmhKWPwJO+kNokGS4UFqroCY44ARQlA0Uk0FyF6hnFHiCNGZ5FnLi8PcHADaYxsdnvJikgG53q8d3lzMqImYPCewTludzuhbpWiiK2UqlCqnmLO2hQvF0NddVjboKo1ylSYukXZin3oMFWFrVvqWlGhplX68YeJwpcVXBZbkk4eFOccV9c3WdRa0SyWGGuPIZ1yXDnss3OOprJYqyQkYBJgsCZibcAYWY2PweP6QAgjCk9bWbSGqkns+sDN3mfNkKKpNVUF5ys5976HYQz0GaA0lcG7hA9w6J2s3AcRX2oVpHJoV+V9C1WujaI2hhgTow8vPtFqvnI5gpPp992Q0B3NQRHxvUwoK2GzPPDohEp62keedYk+cdg5YVFGg1KWpqpZLZfUdUXbKpQKEHrqWrFcGhZLzWKpQHk8HhcOKCK1j9RNzWLZoU0gpTHbbhuu9ooxH1cMgf1B+mtMBm00jZF0X5dThZXS2EWFD5Grqxu22y32ieHNNx9ydnbGer1GKZNDe4ndvp+Ey01UWJMYRk8/OG5utxz2A0pbmkY8No6W/sKO9H5kv9/x/kcfooHaCmhanC2nW6a0lpopKJxz3N7ecnm5zgAlCKNlxExSa8th73lZcL+wIiDPcjGGDLOQS/B+EliL1YCfQIg4FPspjCPlN+YhvKOY+7QdszlSTuGvrM3ibkXf9yeT8fzZMzm0Mw9z+RTwY5g8pcrY+bkm8vnRzQBKVVUn2/rEdOofINRQtn1XLDsHKEV3U0DjZ2mJ/Ijl/1RU6AAqJPzoGLa3xMMBxpE0ehgc/dU1aRiw44D2nbAfVUW9WKCMzSafKYeYhXHWRBmbjMrJD1YSGqLcn6jIz93R1OHV1/RIiRTtpcgp8jkoJKRZ6JMf4LL/0AHKH/tjf4y/9Jf+El//+tf52Z/9Wf7JP/kn/LW/9tf4j/6j/wiQk/0Tf+JP8Bf/4l/kJ3/yJ6c047feeot/59/5d77QPtvacu+so7GG2irqXDE1luyNJLbiRpucPqtoqwqoxEcDyRHXRmNrizcGZwwNGusDtbESn4uyalDWEJOsrGtbo7Xh4uICaysxcxtHDtcbAGwAUymUsQwhMbjE6IQ869WQRWdHE7DiNjuOA5AEHBmNNRbXLqdzTjHx/Y+fMw6Wj57tub55yu6wZRgHmdiz78YwHogo9HYHVIyDBWXFEwuyo2CekLLg1xhhNZSyIgLWFmNqtLYY26C0webztlZSK0UA16C1RdlWtpVXN9oa0CLJkoNXE+g4zSKYqo5TGBTuaFCsrVitL4gxrw69x4eQQYmZsjdCOIY1nA9SowfJvGjblsoCKgiI2B84ZE+Xfj8SfKDR8lkfJKunNYk+SGXjpm7QynJzPUCC4eBwPuF84naX2I+emGn0tq2xlYZBBtbFYiFeOcZgUOgYqY0iasXoZaDyPkzVjUub4u+6RCeF3ZDB5xgiSCqvwBLHAo7SYWZbk3Rh+admco7NA0oRw+INKWpUNKQhMh6S/J0sixzOWi0rmlqzWCi0lgOwFtpFwNaSHVY3YlDXtWvqSrPuWpQyBGUZQs8YAoftnnGMaO+nQw4hsN1uqaqWul1hjQGtWC5XQKJtu6lPHA57bm6uadqapql4/Pgp2+0eY2sWyyVn5+cMQ2B0id1ux3a7PU6ySupH7XaOEMQ7J6REP46EOBKjR6mchoXGxcDifC21mLQmWsV+HLHZryJlAF5Cw7vdjs1my2azZbVuqGtDSl5WzPoUgIOwhP0w4nL4L8RiIOnwMWSG9xSQlPDNfFIpGTWlDEhh3ibpQOkNd0NLagaMMhgSIGOoa32iSSn7KtksJbxaaLASlvEh4Lxnt9uJyLjuxb33c7aiPSlmnL+T7EkB93PgX4S/dV1LCOwlwO2TWkxJ0vKDgqCx0RCTPHckjdeG4XbD8O6HjL/2LvbxNX7w2AeXNG6kGgbs8w31kxvMo+doF6CpiFoLmwdoIoZEbQxdrWispjKGQ1C4BGMSBiVloZ1KJTOtnGfRhikKviWVRVD+4+Q6lfeOC2RS4tXQ8dXthw5Q/vpf/+v82T/7Z/nP/rP/jMePH/PWW2/xn/wn/wl/7s/9uekzf+pP/Sl2ux3/8X/8H3N9fc0f/IN/kL/7d//uFy6VXVnNqqulCq9SWJ1vzLQ4z34ZWmyxjVFU2TQt5AHCkyYmwKOwCPuio6R76XRkJIw2Yu4VBUDYuub84pKqljo3h92ebbxCJzketJTFdSHR55o2pMSIJ4bA6MYp3l9VQndv9z0xRSpbYayhqRGKL59zSvDsesNup3hyfWC33TCMQ443Zwv4BM6NJAx936NUxHtZrRtT5UnPiIMrCqVlgFHGoJVF61rKfauKqmony2RtLLaSSphVVYsQ1Wq0riT0o8WUK5XBiiOFOT/+0sETacpgKQuP0u9LSKU0bQxN28kKOjmhtlPxQ1FT3D3GOKUBhij6mETI999IkTatiNEzDgPbQ2LTJ1QUoXGVK3DGII9ppRU9MYvRxJZ/v3NS+dY5fAQfFGNMpMFDDGgS7aKa2DWjtVThzZlkGokLV0YRk8Ll+gYxnlbllnMjh0GYLqJSBaiUqsu8uGApg2n+v1Ix6z1iPgLZ4LxehhybJkaNChq8Jo7gXQZFRqpFL7qWrlU0NSy77AGEwthE3SWU8SjjqRpL3RjO7y1p64p12xAC7HrhtF3wbA49+73nvI5U+bBCjPixRylLZ7Khlda0bUtMgbqJWYSa2O/37HY7QvSk1KLURoTlyzXD4KnqjnH0OBfZ7Qaurzcc+gPO+ewwbUhYQFhBYSVEeB3iiNJpopoikWbRoRVYpUhaMwQHqsqhWXmejBGGdegH+r7ncDiwWFZobQmiq35pmMOHwDg6+mEg5pTpGCOjE+fq0Y/TRPgym/W5EHXyKAGMOWXeXjaBzifg8pnCCMyLI84Fq+U5a5rmyOzkvjcBiHy8g/coSvmJV4e2XtbmepTCoPzLCu/M2chiGid6psjnCfPI9RXfIDX9SCYjSfxK3L7n8Oya8MEjzKNn6LZDLWrMOGL3B2yMmOe36Ge3Ys1g8/iLjJ8yF0aMkrGm0vIzQvaQlVB6LGHjGMUgMxXDvWLiliaAcnQGeNl5pvzZSGFkvqjH7w8doKzXa375l3+ZX/7lX37lZ5RS/IW/8Bf4C3/hL/xQ9llZy3rRiojNGIzpiAmuPn5CjJFOA6amqyyOREjiqGdQWfSm0CXFM0CMUkckBQgo0iDUpMQKEykFAhofDalu0HbB5Rtvs1wt8fo9nHrGtfs+tdKsqoYxJFLwPD2M9ONIncHBgQgmEVUzeaIMSrrU2AhLk3KK84CiwVIgXEyRD5885fras+0Tw3BLPx7wrseNh2ngG8YaHxSRG4xd0i3OMbajqtfoiFSCVTJAV414r4gIzmKzpsRYoVKNNpgMoJS2EqeeSnXLxFayMSZgPWdEMhghHVeNmYnM2gsy/c40qKJPBzGlNMZW4vIaI94NODey2+0YhnF6KObK+iLcI0hO7+FwINWG866WKTp6ghvxg6MyOqvZJc4/5AmsXXRoY+mamn707A9OTLtSYgyRmMAnjTGRqtIsGk1Tae6dnYneJCm0sSzXHa4fOez2dDbQrIywL0Gyg2KQWkD+jnmXXPMs9M/ARHME4lqREYr8o6S8zqYtciAPybHKZdMRfVXMAmdxj6nRVOy3A64fwVdSnblZyup10XG+rFgvDeerRFMnrN2jlCeZQN1a1uct2iYxpvN7UnKkNOBj4PYwsNuNvP/BDc9vep5cHdj3Ce8NK8sEUGII7Pc7bNVIqr+RMhJnZ2uatsqi58g4OGJMPL+6oT3UdG3Da68/wNqKD97/CGUe8+57HyFCT58zvgLGNFRdJ66bSq5KSooUsh2BitiqQ+makETHMfqArSyrHNJRedEyxgBRQq7RBVRSGNNM6bl933N7e8u9+2uqqsaIsRBaHcWfpW13O55dPRe2IcacPp0m5+pxHE9W8cBJJksRuZbbrnOm4st8dEo7TjTlM6chmAIEyvHMM30KezOMw5Qh5L3UQyoVw8vxFYF7sXX4vK0wNW3b/ksVx87DPUW0O47j584oEiY+D8RBIuleRbaHgf3GcPXkljQEUt3SvvUW9dkl67dfxzYVt//HP8Bt9+w//JhH48CuP1Bpz1llqJQsWsRcT0YC7x2Hw47BOLS2UrE7BVl0KY3WIY/XUsCzrHYKpwp5LJ8x4PNWXjv2izh5UOl/VRiUfxmtZBpYK5OpNg1E8HnC81GABqYS+p8oFLdSaJNr5igRjsWUcvFAqapLYgpNqIxKo4qEpInKEJV4e0RtSdoSlfwkUxGVJhiLj5oQJSQUk0JlgHJiXK+OGhABQTJoJWsn9qFSp7dr3/ds954xSGZITGqa5IV+UMQYACl2p1FUzQJjlwJQkhyPMCWGuhZ2pACUyjY5HFGJ1Xv2hBAaVya07KM5hWlgDjrkj5JlQAnlfCpAmeAJ8U7BxuOAKIxYoZt9jreDOhk8EkyCxdJklXdM+VS5QFwMXkofKD1VPSp3JCZhCCpjOCSPDykPAClfe/Aph5WSFEyssk+GnlJVZ5k0KWK06IjI11Cie/k63mVQKLHgdPLiJJjN/y70/dFdOq+KCoos28oDhs6ATiHpz0TQWFQyuDEyDAEVBcRUtqauLU1jaVpF0ya6BbQ1OQQSiVZRNQrbGJSOaJXwg4ha94cB6zxGa3aHkX0/0o8el/U6LqgTzxth1ApDlosjKpmkEjUxiE9OcJkVSiKw9T4Sg6xMh/FASorDYZzuZgFrReg99UOK4L30QTl+0ZRkejtfL2ER8v2KAbKpG6oI5hUpuewSKxkwfT9k52rRu5FB/d0JzYfA4BxDzoAhsxrOe9zUz1/UBtz1u5kid1lPIg9NmvrE3dWv/F3C4qcsyl2tyfwZK5+J4Uh/ln3OWZaS9Wcyg/hZs5TutjkQm4eZ7r7/svYyYefdbX8WgFG+W8aeOWtyV6fyKVuSMSqDSq8iI4ndeGB7SNzcGOzoqI3F3r9He57o3n6IToH+27/O+OQ5u994l8FAtAq1rDCmhiThvRKKIcmyxQcvKEiDi2FyWlbIOHg8IgkLHgeV+RG/7CzKdTm9PsXq47PxSS+2LwVASUmTYg1qgbIdPlY5BLPARw/eYFmgmvtI5cZINBa0xlS13INS8jwC2qKUPT5AuWiNqU2ebDTeRcYxZOGq4de+8z2MVvTDgZQiD9/+XQzesx1G9OBQo+d8ESE4WK8JuuKgFpT6n0WJn8PXNGXXHAdq1ZnZOcO+H9kOgbq7j9E1rbthVIrk97m6cyRGD8pQdSuWq9d5/as/h7ELjFnmDiil4FX2lZCV+tGlFUTFqfJnj1lL5N9hOp5JSzLxgCW0k8nGKeOmIPsjUzJtN6XTzp39REobhoHHTx7nlN4WYiR4R/AOUqRpm7yCyw+b98IupITJwE2yChJPr3eY5DEpsN+DGwxjPwARaxc0teHhhWE3RD56sqGpj+661miCNpKpc9PjY3ak1bCoFCoEkkrc3G5AW/oxoHRiDAcqAstaMYwalwxNY6mqRHfwpKippzTMYyurz9In8lx42hTSWwrmSSmDklzMD4tO4n1g8LL6jwGNpdJLgtc4J87BMWk2m5HdfmS17mjqmsvVGZWN1JXnbK04P1e89npN1xmcNxLHtg0xQR88/XbgcBh48viK3W4voVVruP/gjKpqWa7eImmHUiPPnt8QnTuZtLQWXyAU7Pa32WG5kkwgrWibGm8Cfoisl+d8/as/RogSOkhUjGMSkKQVSoK4EDUhStzfRyeFQ0PM/U6fgGpIGCPslfjhRDFv0xqbAnVT0bUtpqolfFc3aKXYsGXoB549f4I1lq5ZsN3sGUfPvYt7aFVzftlhbJEV3h3P0jQe+BDYHfaZdcyTYJ7oJaQpz19xvS3gpGxVKTWFUuZ95i4DM+9n5G5U+lQI4cQoc65Pme5VFqaXRYy1VjIUrZl0KaUPG61lSDWfzqLMPUXK+Q7DwNXV1WTgWTJ5Cms6D2/dbSUEs9/vX9CLzKsj32W15iBtHvYahmESQs+v0cm1/KTzEx5aAEVyXFc7bnF858kjbg6axxvDw/NL3ji7x0//G/8mbz18A3Nm8M+f8+Tbv0lwkcZ7mgSN0qTeM8SBw2aDajqWIeaaagofJawTVSSpQNGcaST1H9fnhTKSiaWLsePdoz6C3PmZkAF7nK0yvhgEPbYvBUCRlVJE1xqDMBbOR3a9w3lHFQx1B7rqMCbbo+fsE1tVqBTxw146i9KgK5KujgOHktXzYtXJCsBq+sNA3B2mTjiMI0pB10oF08XyjJu+Z9hsSZsdKR7omhadKvxigdcVI0tKgSayS+NxjZdZEKQfqST+CSdYNNvgm6oGJf4f2lTYakFMjpiCxOTxYmxla6p6ibEdxnbTtrQuXjC5YJVmpnWQ84sAUYSrhfEQgBKncM5R8MpEjbwIUO487IVGTEeAAsdticDv2ESvImmipdZKSlK1NpljzFspM2U5hBDRKkzpvAUMhSRZCjEIAyKLTAVJi9lcgqaucNFjjeh/5qtMayQVOSlNSe0UfCBMgA9pJmTXGF3TLdaYOGB84tD3DGNAVTIYtrU8jsuhpDkf28SU5BXJCUiZRoE0+52m7x278bF4nkbLwISAmDiCGyXltVjDkwS01o34xDS1oa4VXRNZLBWLpaLuNFWrGHYBFwJjLxqrYQz0vaM/OHaHyKGXWLaxEXs70jSW1QqMaTg7WzCMETicADNjDFX2uSiCO2s0Ycp4E0AjZoqWpulyVpRisWwwlWYYtgTvGYcDKIPWDVB0AxptFEoLWPY+Tv2zXFdVHgktfUNldB68I2hFsF7M6wozoCRzxxXTQAPGisuoGxy77YG23bJc12hjZeLmtB3ZMjWxMglxsC2r2gnWqOPigPxbvbC1ky3nvnS0hp9AzQlrcux3wigF5qnpUJgUcjhM5XCVjCMmC+7Ls62yKaYxYnBpsgbws7Y5KPBeKsqX14o25i5AeVkr23j+/Hlmtfpp+13X0TQNy6WEMuf7fhlAkZChZOkVv5c5Y/RZWnmWyzM7aM9QeVhqmpXlctXStTWp0oRFQ1h1mEWFGkbsxSX14GgPe5rgqIKD0BNSzNXZfe4bSsaovJtpBMm14qR/CWOYplEij3PTsd056pMCgFMnzH3oyFO+7Nufp30pAEo/Rp7eDtyrFbqr6T3sB897j67oh4G6rVDNGd9c3We5XLLsFsScWZI0RO/YXz/OIsaWZGqSqXFJQoNGQV1VvPXmw2wypLh69oxHjz6C6Ekx0G82WK145+13OD+74OHDr/Pe9TXu/Q/Zf/QxQ3zGZdfS6MTufMWgK0a/JBaHyRjRMUIS5kMFl1dNZcBRmHoADnLSSlG3a9qlol0tcb1jr0ZsVVOZh/g4EOJI3z8iqQFrNbaqqZsVpurEyXVCGzmmqAoAmA1WmdKegMNMHHVkQ07V3CXEdDeUwwmDcvrAl23Of8cU0cmfMChlQhIvjH4yoaqbBhsjKYnHSNu27Pd7NpsNzo14r7ALSY9OPldO1jVSwTqRVMTYhAoNMeXwm9aslh3WepxPDFkrUlYQbV3hA6BHSUSNHnHQtYwh4ALU2qCrCkKiXZ7zjR/7XQzbp2yvvs+T57dcXe1Yr8Rv48F5h4+JtrJcrk59f8RplolhOw5s+fpSSNljaYUZAY9GKjMbDDaX+hOXyURwit0mstt5bm4cthaDu8p21M2S+/cuaSpLVyUWC83FueH8nmJ9oWiXGqUj2+c92/2Bx883DKNnv/fEoOXHV6S0lAl7TOz6A00TuThveP21h3z9q19lsViyud3iN404kyL+R68/eINxHNjtdtS1petaqkpSOt0wohAH6bppWSyWnF+cc3Z+xuqsQxv43nd/ndvbG549fYK1Dav1faqmpa4b2kWNrUu5h8R+d8igN2cSzVymjBar8NGKZYIbelLw8pM7uLjDKskQihFtFFUtGSducIyD5+NHT9jv9sKgmAV186LQU2uDNRW2ZNNVELykQisllW59YSkRkBHLKngmGD+GWuS5ScpkrZuZJlFjjIj+cwbKCQMKEDPbScQYPVXWVUpNWTSm6NEwE4ApY4gf/TQu1LWiqttc3K/K+r9PbuV4SihlHMcpnDsd/+xnHk66G4IqzXvPd7/7XTabDY8fP550avfv3+fevXvcv3+frutO2JX5OPWq7QITC/N5CheqMuHrwG21Z7+Ce998je7BOfe//iZX257rXc9GO56knnuqw3RntN/6FvWPbVjufpLx8VOuP3qEevwRfreRcODohBlEE02VS2okLBU6mWkxLFgl4lXMgDmXWcnvqcLMnkCOu6NPqd80YZUXB6kv0L4UAEVphW4sqtJgFXVXEZQipEhIAVN3aGuIShT3yRowlqTE5ExM2hJVY7i4XDEkxRCkGJwIfTRJRULwkAIuirDINhVREjZYr5c01nC2XrBaNDQ6cd42fPX+fT54fssuKj7a7FBhlBVhDabKC9UYKe5uBTNIbDzNrL9fjI3akj2T2Q+llLAm4UCIjpAc1p5J6q9uSUnTD1tsglpVZDidgRAwGQYVJiTN3stYOhZAJQNz+bsIsUBiqUfmhGnAmzrvnCW58++Tv0lEdaSR4eiBoDKT0ubVfV0LUPHhuCo0xmArmwueCUsSklzvqESvYLTBNhVqjOACizar8bWIXL2POB8JPubsqPx4ZjbGGKgyaF20WmpCxexjojTOB6xOnF3c4403v8bv+Td/gWeP3uW931CS1up6rNGYPAgoIpWV4nUnfTzvj6xDkbDFcfWb6Z28jRz3LZMUYtSkU8Bg0Bi8i1J3JyiCUzifRd8qZRauFpfJ4p1gEl0DbQNNqwjRsdt7doP4azy/Gjj0nn2v8N5kBkqL2FyJOR0628GjGX3idrenqq4lG0NFzs4W3B40LgMU7z23tzevXL22TYvRHud6dC4EaPNPXVdUteWrX/0am805h13POEYOhwHnE5WTjCxTGaZwYyzZfnmwpUz4iWQ0CmjbFoWkNpf+NTGF8cjuKWCxWNJUjYQ0qgqjDN459rsdu90umwQuX6hmXEIhpbZJpQxxNuGF8txmNgXSvELBySp+mqwRdnUednmZ/uWuzqSwJKhsdKhP/XhilErRBRulIpAsxnHR52FGxLXjOOYKxM0Unvo87W4/uPv6qwDK3W00TYNzbgJZdV3Ttu1kCFqyo+AYyiphtLv3av7veUjqc5wVRfOUTMA2lov7Zywu11yuF5ntFVPJkMTzJoSArw3JGeiRcX8cIQTRswQpcSKSBqmcHid2IyDlYSIQjmPuFN1Lmaktq8sZk1eGmtLbZivQ6TlKc/5ffh+9hT9f+3IAFGuwixaVQUq36NB1RVSBoCL1okE3FV4lglEEq4U9QZOSl9WHjrSt5bWHF9weRq73AzEGxhAkXIBidD3EiOsPUlGyq/EugYfL8yWrpuH++RmLpqXBc7+rqeqHbN5/wgdB896j5+wPW95qGro1rO9lAyYCSkkssFgdF9HsfHWl5v9GAEplj/WAtDL45BndlhAdiciifYitVmizJCbNbn9FHROoLk9uTAPsvJV4dyyMjjJTcEAGoDF/V16Tipl3AcbLQMqrGZOXrVaiisyPTizlO7wb8H5kuRCjMOdFCOycUMB932MrS9NUjKPLhnpyriEDiBChqgyLuhPmyjsuV4amtiRboYDBBYZB0lN9UvnRzpO+loBJU1mMUawXBj/0+L4HU4kB3OhA13zltbf48W/+DH/4//mL/Mav/XOCD7h+h40b9vuSNiqDRWWVWOvP+7g6ehFAFtTOPiIlzmWWmL6qSp6P9K1sJo/Bcugd0SdwCh80gzP4KF4Itm5puxqrhTlodaKxiWUHbadoW+h9z/Z6y64fGZ3n6lq8YIYk1vWgch/WkmMYM3RKipgsg08cbjaMo2O33/KNt9/iwf377J/ZqWyec44nT26o63pa0c5FicvlAucCu/0ohfusmUBKXdd0i4Y33/gpYdJu9jx7dsN7732MsQ5bOcxB0s2dG1Ck7FFjqCpDjDk8GsWkrbKyQl8tlpNO4bhKlv56OBym0gVGG87Xa6neraRooWo0h/0ON/bcXN8AYlh3d6LWuQhfSaEWka5oAuYaLcG0eaoo4Zd0nJytrU5W85WtpzBLed6m+jqzZ7QwCsJQWIwVe/qyj/J8CusScYPDu4B3/ugFklOjY64NBmm6bufn5yyXy8/lg/IykFoM2grzU56Teahl/lPeB1itVmit2W63GGNo25azs7Pp9XJPXrWAKtsqoOjzAZI75wbTyI8NVF3Fm2/cY3Gx5vxsKddci5dQSIHBjWjvcI0GBxpP8AN+vxfNXUqk4Ine5ZpgAa1kEaxVqTqlKHV7ylgt58kRmCDr5tMwcQHCp4ZuKUYBRRyXSMLqHlnzL9K+FAAlKoVTSpiRylK1BnSi6SpsbfjKV7/Cw4evszpbYiqNC6OgQp1kSaygWXSoynDb73l2s+XJ1QYXNSFpqrbFJ7i9uZEqjzGABmvEDIkYOFssOV8ssEmB84xug7YNZ/WKVVvTLTpunOf5Zk9zs2GdFIvzXuK3xMlDIiSh44WtSRB11oeIpXxpicToBoYBIgbndsToiH7EZ8t7iMQ2ganolm9hm3OUXpCSJficHYCaVj1Hn2tZVcboph9jpLgfSVaMPhwBilRFlgypAlLmTMzEwpw8CHPgMvv8ndejCsyeF0IMDMOBtu04P79EZTHw4bDBOQmxSH0TqTZ7tl7hnFDCw+BwOQOIKDVEDApvRNugW/Gc0VrhvCPExHbwxChhhBQyw5XB4/4wAIrKgtXyYBtjoK451iUCWzX81E//HO9845soVbFYXvLGV3+M7//Wr3J7CAIUUmGiyunOVmbMGBQtg4OZwj2if1HT9/LqJ+VsHCX3J4ZAGAMRTYyW3aZnHD0qGBKGpC2mqjjrFnSNpaltrnIaMFqqUpvKEJLndjuw7bcchj2DBx8VPtTEGQWcuTRhKHPaYsy/hU2RYxy9CAwfP6kYh5FxvABkFWsry/n6PlVe3S4XC2Ew8iRU1RVKG7quxfmQJ2gBoDH35aZp0Erz2oOHeKd5Xz0lRhhHjx/6rNMaMUZW0VopdG2Fg4oJ7xwhOEIOIXRVI+PNMEwjt8nFC5u6xlrLOA6klOj7A03V0HRLSt6K0cLcuXFgHOtJFzVvzo3i1pp1ad45fPCTc642JhuwpaMDdUxoFE0lNYgmYDIDulLUMkxpymVyBaaQTdnePFwSY5QyF8OA915qXnlPfzgQQpA07xAJ2VV7KnKXioZMpqrC3iyXS7quY7vZftrQfnwG7gCNu+1lIZi74Ze73y3MSfFxAREEF+apXJ/575dtd/663IvP4SSbgJBQLmJ8ZHlvAasWnd3XD7ueNAaqpKnGhO09o9sTd3tuf+u78Pgp5jd/i+3NLeHqlqgGok6E4LMGRQC2SpKRZjWghEFOJdMhtxkfJc8sx1EoS3ln6eFltDneY6VKxk55T6GSpFLPQc/naV8KgDKRVlqjKoOtJfOkrg2oigevPeDi8oJ20RJiwsWAVgEBleIAUbU1yWq2Q8/1dsuz51eYqsPYmlhVBGDvRvmsVpjKCDWfJ+Vl17FeLDFRQQy40FO1imWnWDSWtus4hMh1P3Cx3aOtJYURZbRUvVBaWAodMxXn5OZL9bxMyZ7eZB8czkeUNgR3IMVAjJ4QRlKUYmYJUNpSdw+w9RmoVgBKCIiZjzqmcha1v1akFAjBEUNP8AOpMuJDgaSvee/ybKpJBnQqVHmemuZAZb5CY0b9ndCDL2NcUv7uDJjFwOgGVqszzs4u6fst43hgGAbG0aF0RYyyyq7riq5tqCsxjxrGW3yI4lVRJh+tCUEmjqquMEZUkTE4vI/sDpIW2zSWkIs/Ji3Arh9kBWitxejcl5QCW4muJQFobNXw9js/zptvfg2FpelW3HvtLZRdsBsiNpVEY6FHKcLpWZteybHhEu3RkHVMaYIFeWjAqmy5pgwuJaIPxBy+OhwCQx/EGMoobJOoa8ti2dLUGmtUdnGKKO1kFW8VITn2hx2b3Z7t/kCgImKAhqSkOF9ZESaC/KhcR2YausQDRAy7HPvguL6+wTtP6/10LayxnJ2dSdXatp3CeUWDUFUWpaIU1+yliGAiTV4ciTT595xfXLLZHNDKSBZPCuyHA86PgJdif+dnJGuYEmAThAwMovdYa6fK3a4A6OwLYi3UTU2lFE0jxzgOAwaNXqipWqzWcne8c/hc2PLuxOmy1mLScYSQJ5yAmOlauTWzkIb3XrISrRQ1rOsi8jw+i1LeI54wDlMNsKqaDNDm+omUUj6Xke12x+HQc3NzwzCILsh7j3cCUKbrfveHY7ggcRSjHvoDX6R9njTgu9+5y4IUIFcAic/3+W7o5tPAynybd/f9iS0nHmgf0SGx6BrSohXRf0yM/UD0iQqN9QkzRhw9brtl89HHpPc/xPzKb3AoDOwCUmdyEoFkrMqCRTRoWkPQHJ/GOK1scop//kPFIzsHR9alAN5URpxESuHknDWFLacMRydA6PO0LwVAiUkM1kYPo0uohVjDL7qWkBQhSMbEs+fPJVWxaad4nLhzKw5ottsDj977gOvnW66fbnnzweucryy6sxhjJZ6eZKXQ4LEpcW+5ZNF0vHZ2j0Xd4Lc7Ru9wbs+SmuWl4d7Fmq995T4//vZrLDrHuhtYqGvs5t1cT6LG2hprKzCKZKBXgdEHbm4PsrqtO3Qd0DNtgkoKQpJMhXGPD5GYNOgWkW54jGrQukPrFUovUaojJYV3kaRi7jsCUJITRbsyLSGMeLch+p4YemJboa0IK1MK+PGQV+4abSLG6gmgpKnDT4raE2iV8mvT63cYlAJOSImAP+nbSmmsbQjBsdtdM/RbWbHmuL/E7sk2+IFhdCKitIaurbFaQcpF+ULER7G4XzSWymr2maJP2bPGWIs1irrKoZU0c19U2f/EB4KSUEkIYrPf1Ja6qfjaOz/Jm195h2/+1M9yfv6AOEasbllfvI7XC64PBnfYk6LPFtSaZVudOtMz0xYwHzDKBZUBQUzmNF0tVbJNrPEO9ptAv0nc3DjcOtLUYPSStk3UTY3SwshYm6jo0VIchKQHlArESuM03PY9Pjj6sWcYEy5WRGXkSJSk8Z7AycL4qWx8FuWYpZxBHhypQCk225G+DzxceJrZqDRNpHlSCCHkSsBltewxOS1b9FxSrbqkNO/3O2IQvUrXLVksFgyjox9dTo2VhUZTV6xyuLCyRqoyK0VTWaDYvWfTs3w8o3Ps9/splAIJHxzf/e5v4b1n0XScn19QG8OiW9G0C9q6IaYAUQCjOsXfAFIq43AQsz4lxVBDkIrpJQXWOYdzDmOlzlCpt7PfHTBGMwzlIh4zbyRJT1FVZVI+Zr2UtOUSutlut+z3e549e8bt7Ybr62t2u/2U2huyw22eqbKI+6h7KRN/XdcYa+gWxwyZ9XrNcrHkV/tv0x96Pksr4tMSvrmbBjxvLwMnJSz07Nkz+r5nv99nVnV4IWxzeXnJcrnkwYMHU7mCT9LK3d3n5wn3pAQpiFYnBUc9RvQYWURZqHiVQ8lGUTcVdVdR+cRgjIDtusM/uA+1xXYVZneFdgdCSAQfUUnMA7XkOkAO7MxMpCeGO06Lm6MLVAk765x1FZKBFDNj5vHBT8xZ8BISTW6Qc/JBdEg+cm+hWNWf+bJM7UsBUFJSxChAxOeVa9FoEGUVNI6SUmZsRQU5kHYUg8YkFWsfX2/Y3OzZbvbcXwdYCBAQ/kLniVQuvIqR1lasuo62rqmM5eBkRTGOjsZJeMAaYVEuz1rGsaNWB1rrqcKeSlfUJmBjoIpBXC1RJK1klRldFnValL1DLcZIiuJUGcKpWRDlHAsQyOmzoHOV4DgDtwJQYhghgUqWEEac25N8T/QD2o6gWmFdUph8R2TKtCgtdHSiOBceU4bvouc0e+0FxuQEpMQXGJRSqTjFiHNCOR/BybxPpJyhE6kqWSlakwXSSWcQ4vLKMl8fLYZ63pfzUpMHhjEKE6RmjqQRH9NDU0yknJo9CXFzIcX7D17j4Rtvcnl5j65bSakBbWmaBca2JF1xcJHgPKmW4+tqy12re+bgJB0ZFQXZ/CpRVyb3tRatDGnUJBeJPuJHGPuEq6UCr0xOiqqVMIPBC0hRYartgwokHYk6CqnjIi44BhcQjW2unAp5xXW3zksOIRSx7kxTVz4o0NSI8M8nYvfylVaZYGKMswJxMQsX80VBwjuS2SVhHufE30jqpVTZJh9cCFKigUBVKeqqoq4qKV1hxKhPmZRDq+SwiBj6MaPyQ/asl9W3w40D19dXMlivAm3TELw4GIsHiMrFGMkMYXrh+RD/Exk7JAx7PP/iEDv9ncGpGPHNvUnCdCOO6cDiRizpuMesl3IuKUnZBuccz58/Z7PZ8OjRI25vb7m6uqY/DIzO5ec8byeDBaO1MKzqaH1fHF+rumK9lrDO2dkZZ+szlssldf3ZZ6y76bt3/VE+CRSUkGCp7bTf74UVyynL5dzn2UHe+1xfzZ5s/2Whm3mo7HO3MkZH6Qt68PLjPKnSYqtcBhXvYBxhDDCMUvx00ZFef0DVVTTLFvPhiLodpW+JM+g0B6hi1FiEJDEfe14ghsy4qCx7SErl63MU5ZsC9ryX2lDe451cQ+8cKQTi2JNKSDnI+HNmVlB//lI2XwqAogCDIoyBYdfT17XE24whRM/zZ89wztE0DV23lBVSJrlUFnL148h22/P8dsewH+ldkrhylV35QshpnjJoGK2otOT022xkFqPn9vYpwQWMrtne9rj3n/Lkow95/uQj3jzXPFheUpsOq6DTNgvhPIRA8gfQFShDo5cYbbnsVgwusu/H7AFeirwlxuGW/jCANsRwIIY90W9J4zUpSSn6/vCYmCL97QdUbU+9eJPJMK3w2ARhRfptHngSftxw2H1IioPoWdSCKkrhwJQC47iFXN1Xm4QJkDK3oFIlICADi/xYnAQt0kQDlgE3k44TCyPgJHCHPsyGWBAZRseiW2DNipRgGBz9KJ9XJfsgJYLLqVaIe6jO/iW6MvjRcbM9EEPEOU1lDXUjoSxSImTHV1DYqsr4UerbDlt5+GIK1LZmfX4m4aXgUbGirjp+/vf+AX7sJ36a1cUKYypiD3VsWIYVX3vrLX7XT/44v/btHZvbAZuzXG72B+6PI/NWnDfn/r0GEYau2pZl13Hv4pyubQlBMxw87/7WYw47x34Hzldos0RRQVJUBpRONLWcX62z+62FZBJJJ5xKBBUZlQxSyeVqrYHJJ2aieaPPiEnLQKh0jlqTPRiE5hc3fqn7IX/JexGLaP1nQvAs1owx5jRjqb+yyKtxmbAOuPFjhqGnHw7044HbW9BVZN+veOvhG9RVw2LRcnl5wdtvf52rmxueX99gD0bChV1D29QsugWVNVS1IXgJ7UixysR+t2Xoez7ebLDGcu/+PRHNLpc5jJnYbTfsDztiEMDc1Fa2u+iojJaSCn4kxIBmiUrQ7/cM/anBV0Ghw9BLJo/KnhZRM46eeLuRa6PttHhaLJbZh6SaFR2VZ04bWf2Ko78AigJw9ocDfd/z7OlTtpsN33/vPTabDR999BHjOHA4HLDGUtmK5WI5iUmbtuXy/JymaVivz2jahkXXTSnEbfGD6joBKl0zFdXTWhQ53/6VX/msQ/zUHwpzUn7PwcPddO0pk89abm5uuLq64sMPP2QYBr72ta+htWaz2UzfPRwOeO/5rd/6rQmoXF5e8vDhwxPxbdn2q0I5nwushCiAI0oWoXv3CWwqbn98ibm/wrx1D399wF0feP7r75OGRL/pQRvaN1+n+V0/wfon3sKFxOADv/K//F3e/ZVfEZbDjeCcZKxqEN+TXLVLJaITxiN6AW/7cSAGR3AjKcicNDoR8BdgSgj5O/5YdykU7ZG8RxzzZ4qFf+Ks+iYX6zc+x92W9qUAKBqFUQajNGaWTWKrSkqi5QJxEo/OtuIlDSLIZBi9oD2ZtTWKbCqUVwnHFXqmsfPq/KT2BDCOPd55FJHbg6N/tuHpzRM22xu0jTSVweoKoxTatoAqY2BegUq+hVY1Kmq6zmKrhDKBUMmEXVoRsGplOTFBo5SITwTf48ctw3BFUhZT3wMMKRlhkFRCvFdEcyJIu5aB1O2JcSDFkeAPGNOLiR1B2JZYULkFVcMEUCRFegpCTEBo+oO5VkWAyhyglIJ/IavQjwOB6F9GMahTFmsr6spiq1oWGhiU9lKrZx4ITXLPU1JHv4dy2fO0r5QS+/ksRM0kThYx5uPOQkelUqb8yXWI5NiMlhCUSv9/9v4s1rZszesDf6ObzVprd6ePuDfuzZudyayySRtKlASlEuWUDPjBBl5S4gGBBE8gIUDIlkCWJSQQ9oONH2zJL9iS/WpLfqGM6gWphBCJjZ2QaWdy+3sj4pw4ze7WWnPO0Xz18I0519r7nIgbcTOzjIMcoR377NXOZjT/8f/+3/9raJqevj+h6dbshxEks90mhmHP9vYWEDarnnXfUqaGxunWZsr5bQZlpl8NOGtonSd4rSq86Xs2fc+6U4Op2yEyjYXtNrLfJ1IyCA7ntYCdymzUPMvbUlOl9by9E7ItFCPKilTdTam07nzR6m1jEUIvKl2ldw6Gg0exfEyFIwfuZKGDpI7H4zOu42oO7RxMxVh207Mg1FeTrpRUULqrabz5UUJ8wDpH1zVcPDjTdGcDYjN2QDUs4aBFcNaBq7tlo/BpFrKOw0h26jHhOksTGp2c7Wx/ZVj3K4yFk82JLtB1zlm0H0chkSWceTyfmRqqrG6yKjid9RJzGMVV00ivv51fjn1mSg5jTdNTU1ZB+ZwJNQ4j292W3W7H61ev2W5vefPm9bJQG2NZbzb0Xc+mX3F6esqqX3F2dkbXdZxVgLLZbGibhq7vaJuW0ISqy/G0TVu1LWGpem4q4/TjFvr7rFTe+4/N3ilXV1e8fv2acRyXdOF3aUmstYuB26tXr2q2mI6rWUh7rEW5/51fOKunlIXpEBGmlCnR4KeJEBOmFKZhYHtzw/TJlrSdiNuE6zoefvAMe7Kme/8Zfsr4IdKsepzzWvF6mthvt5SYiDgFs6IlOZIUSkyV4VCwsYsjJSdyHNFaIHnJyhqnseqMcj1m1biUXPto3VBqokRN0c7VyqBAyemL3eTavhQAxVlH71tWTc+6Wym9Teb09IRUCquTc84vHvLs6TOtYiuFtgoipzjprneKUKBrekzjoDH0TUPfBbUedyowKiUzpUScEjcpsunX9F3mdnuNKYnb/RvG/cTNbeY733/O//TP/jlnD085OV/z/vunrFaBXfIY38LZ+zRtR79a4azHWk+aJkpKlGEPIpxaD8ZjbMMnu5d8fPscqLxHmshxxPkHdaFswQQOeZ2FOL0hp4Gr1/87TX+FsSdYt8L5E2ZTr1ImpCSmcQeihkxxuiGObyozs8f5MyQL+A5ByPFWV+8s2JxxGWYduMazNdUUDr9mQKD8YRXOlhmYSO3cubrD6q683AvST9PAq1fPOTt7wNnqlLZf07WB1TgSmsTGerWevrklTgNx3AM1zTIEjMm8/uQVIkLbdRgMoW3pVp5V7+jY48hL6MLmg61uKoUpFVYhqEDa6UD0NeR0fXnF2ek55xfn9KsN/foEsR03W+E3fuMHjOPEq1eX3N7ecHX1hus3rzhZ93zw5ILdyjAOe4aYGW+HJUw2NyEBkeA8XeN58uAhp5sNTx89ofMNnW+4uhrYbke+/50XvL7c8q1vvQYcTb/GOcPqxNC3htYXrClYK4QA3lv6XjPfjJVFYJdzJJXMlJOmt+Z5EbaHdNeZ8hYUYMxYzs66mYo/6ovmzB4Fx9VjxMyM89uLy+Xl5RJKWa9VQ6L+FQFrlWF58OCcXITXl9dcXl2yu93y/EXk+qblK+89pWkCbWg4O9+wOTnj+nbL1fUt3/7eN3n1+iWUgjMHsfoMBIyhptln2raj5KKZLMYybHe0IajpYw097doWRLj46Z+kbRoeXDwkOF3YJBfGOFQQq32xaRq8tW+llM/hKBV7Z3IWnPOcnJxincN7zeS5E7oxs7j3sOiXmukzZ9/cXF0yDHs++eQTbm5uePnyE25vb7ndKusDwsnJhq7r+Lmf+zlOTk547733ODs95eHFBSebEy0xUVmROdR2zGbUf/Cpy3Nl3T5vlsudz+VuSPg+SDj+mRmiy8tLnj9/zve+9z2eP3/Os2fP2Gw2C/CdHWmhllboOpqmYRxHfuVXfoW+79ntdlxcXPDVr371ThHSY5B1HAL6UT4sd1pOMA0qxpbMq2DJQT28ulI4yYWXl9d8/3s/4OU3f8D+zQ296VhfXND8a7+LEFrCxRPCEGndSN+uaYJnv9sxjnu+/81fV9A6KRCSNLvMZvIUkbkOWSmMOSGSQRLeaL+c2RHV6syaI/VQWcb0oiGs99TWzRvV/gKH/BieN/AlASjeebpWVf5t04JRUy1bK9Muqvwi+Dao2KgJWAO308A0TljRi9FYq1kadadp0RTUEBxt1yBSiJNH4kQZBwSj8XPxGtt3llQSL16/5Gp3Q/GwOj3h4dPHXDw6p+8bYokY51mdX9A0Lf1qraEH45hGZWCi0zQw69S7ANPgYzg6aw0NzSImEVQfssT8zbKjFYoKXdOenAZEPCpq1OckKxOT476ChJaSJ3IeFaCkHTneYky77HxLHhRN5ww4jGmpqxSGmQo9inkuRz3/4ygl+VhzsgCUogDF3mVQTLU1L6VoGmfj6sCou0inAljvHUjASKZptNhh77QK8jAMpKodOJgR6cI8qxbN4veiryvGaNXhlJmiw1cNhbUqbBUBJ+BsoZSR0D6kW59iXEtBM0cwWj/G2hPaNuDTK3y55bl3ZBFuh6TaiHvpoQBt8Hjb8ODslL5teXB2Rte0GBH2Q2SXEs8/vuL6asfHL67ZbscKbNXMzzkN3c0/TXA4B761WmfGqn6olEzMSauc5kIWOZQ3KDP7cddh887NPc5CnPvhEcA8bmb5/e4kRGVQ7u76Y4zsdltAWK9XlFwqo1ABRdWg7Heazfb69StSjKxXEe8avF/jLLStetco86MOmvPiI7PWQ45cnK3FO0fbaGhJGYJZC6NH752jCYHVqqOtehaD+rlQFOCpkZz6gWjIuWc33N1dNk2jzItzWqZhnr+Mjr4sojvYYyW1RF07soL+nBMpZVLOFaBE9rttzbjJBO85PzvnZHOiKdvB473j9PSErut4+PARq37FxYML1v2KzXpN33ULsLpjAndvMf5CWSxfoN0Xpx6Dk+Njme/JrDHZ7XZst9tFezL3o5mhm8MUsxvtvCjP9Xrmejv3j2Fux+f/eez2j1uUzL5Ebs3E3kV+aDJ4ixOIuSD7xOWUeJ0LryzsHKysMJjMxfYGbm95tB2xufKSVfid00QqhdurSw21jrlqWVgAiVQR68x8pOr5A2rQaK1TP5VSkHSUsmyY+U/mad4Ii9GbmddcUy0y5l3Kj9G+FAAlhMDppsZI+44x7cgiGG9x+UC/p5jYnKw5Pd3gvd6o3e014zDS9GsaLF31GfDBEYyWpW+Do+taLh6caVQoJ8bdjv3trWYAjRObdat0c+OZSuSff+9b7Iuhu1jz7Bsf8FM//TM8PD+nbVpKGTHWEHpfTajWVFUS+/2eaZq43XpyKbhqd13E4ocjUZloiCfn6UAdG439H/eGOT055z05bYnjVpX/pq+7YAUvkkfiOLt2NqS40/fEW0q8YRpeqTBY1D+lxBukJCRNSAZDW7/fAP0CSpbfyvsvFYQXB8NZhyI1pVg0VbqIOiFmc1f466wateWcub56QylJHSArBeudhvhC0Oyb0viFwt9sNjV2D8MwcHNzXXe/QpHEFAudzTgrVWsDMSbAYixaXyYWIOFrZWLvPatOTd0KBecTOd3S9D3ri8eYpkdcQAyEpuHRI53g267je93E85D53/+3f8I2Jj6+3oHA+aZ7q1jgum9w3Yaf/Imvsu57Nv2aNCV2NwNvXg+8eTPyzX/+Ma9e3nB5NVLEcnJySmgcbedqLSJNU3UeVpuGECyu0WyrKY+knIklMWVd2FLdgecZjCwpiUfhuaP+ON9psWDLoSsut/xAoS1Ey2ctZSJawXcGsrGm5b5+/ZrddouzT7DWLS7KoKzLMA6k/YR18N3vfZuTzQmPHjyh7zecnup3Nq3DGBVK6wEa2hAw1qjAtaKymaHwNUS8Wa+x1qobaqsusTmluuhrCPl0c7KIbVPMjPuxakU0W6htGzbrNacnJ5yenjKMd3eXm9WKi/NzXrx4SY5JQ8zGVO8TyHIwEZt/ShUq5jESa0LAMI5M06RhjZxBNLTRti1np6d89f2vcHJywuZkw/n5GX3fcXpyQgiBrqt1x5x759ryrsyWz9JlwBfUZnzK990HKLPO5JjZmJ8HlkJ+Nzc3XF9fs9vtaJqG3W4HsICP/X6vdgHOLXb619fXmg69398BKDP7c1//cgxSPi+Dsi+Ry5L5gd1z6ff80xBxrcFhWE2F7Zs9H+0SP8jwog3sTjpWOFZNwbx8wW6z4dEnV/hG579SgXQeB4ZxYJDqVzUkrBic2AVc2BqZBQUcuYaQrTMYvG4bclR32pKYXZVNLZ5rrNZfqgTz/L/KnKptBma2yfjxwnlfCoDiQ6DbdLSd7mpe3w5s97dsd1sMhr47wchcDlxwxmp4JEcenJ8hRVhtTrjZDxRvufzkFa+vr9nfXHNlhfWqxbSBrtWqpSIZI6WKyAZuU2K9aZHGI9YTmp6Lhw950K5ozx7xtZ/4Go+ePKJvexWoZQ3BSNF6ImlSKjfGxG6nAGU37OpA0N15KXCzv7pz3lIipQzkeI1IgjxhSlxq7Cy0m2StGZSTxgJNRGJVektZwjhpukI74EpZk/pT0pYUL4G6QTaWkq6QkpE0YfBYt8LUHbsQay+dc9tMRdeGIpp1IzLWDh8UpNQBIPV5BSgTxQrQzN+sYPTsgnGKjJMuWKXMA0dNs4IooNQqx7qtLLkGEYxdsgc0GykRY8ITQRJTqWZ5krTibdJRbGfGZKZygZjUtbVkzYhx1pCSME6J09MHfPDVr/H1rz7h9OwBOeVlUTZWxcbWtyQCPnS0bc+qX1FqUbw7c5uBRxdP6E/WlAi3046rlzdMQ+T2ZuTNm8jl5cSrVztubhM56+6naS1NA22joMtZR+NULJlyQhOXqkg8TbXCb6k+IZrZVsTU+PgMNO5rJuTun0awxYCDGTMf9DvLbHg4sRnwyBwAuvPJmtkwiyMFUkxcvbli6xyrfk3TtHgX6Nqes7NT9sOWYdySS8BYlFVtA/2qITQGYa/nlxWwBa8as+A8rdNU4bEKAZFD4URvHeIDq9XqTihgFmECbNYbQOibleqdSqHkxDTVYp3O4NqGdtXR9A2hDbXUxt1FvW1bTjYbHj96pPNBUoM7amYf5gD4F5Dv1ECRpl0W0XIEHAyGUPUqIShgVxanUcDctuq83DSLvsUYs8wjn6f9djAn90M473r+Xc/NLNfp6Snvv/8+n3zyyeIwvd/vefr0KdZaxlH9c2KMS+bRbrfj+voa5xyr1YqvfOUrXFxc3HHgvX/Oh7T3LwbCXqQdt8PIh+aaK3/LCxfxGD682XISE3HM7HZjJT88icAOSEn4+PIK8+YNLy5f03YdTd+yz4lcYwYOtVsw1uLWHSaDSSgbksuCKUodfwYFLS4VsqSDw7GZJfpmYUpm+71sBC8OWwy5ZvtpHoHFita5UoXujwdOvxwAxQdW6zXOKzW+Gwaubm/Z7Xd455fJPmd1JTXGkKM67V2cnRGc5+T0jJvdjqkkys0N12Vi2F5zLZmnTx6CFKXZvccYIcYJ6x37aWK32/JwPNOCYsbjmpbz8wtWFw959NWv8/DJE84eXECxOiFnSyma+pxi1OyTYWQYRrbbnaZET8Nhd1+gpMLo4pLEA7qoS/UrURASoSTMLDhV6kgX/qKMRMkRMZHCNPP2Gv7JO1K8BsDaM3LaHzKDyo4crzX2qNCZkpRBISWsaXHuBGsbkICYClDmY+DA7EiZKHmilL0es+nruaixHCVqmKdkSlFXRJFzZoDiQ+Dk9Ay72yNm/xZAsdXyvGsbohGmkioQmXeQdtEvWFuIU8IwqkdHKcQCCfCS1cwtzYd+EGcq8NP8/mLUZn5mMXMU9hOcnJzz/nvv89X3HnFyesY4HJx3U4FUwPpAweN9S9t09KuenBJGpjvj2WB4cP6Q0/MTXr96wbDf8+bVJcM+cnsz8eYy8eYqcX2ZGIei9upOKw+3FaB4awm+9j8jpJLIqWBtUvvsFFVwX7NzitR+JyDFsAhj3yHqPEzYAsUgVhZwcp85mYOAdzHOQSx9D6FowUjrNbVchJwS25stABfnj1itDScnPV3bcXZ6yu32mu1uRS4Ra4Wm0XBu1wecMxQZFm2HNYXGW7xxBBfonBpcTblgah80qM7DWwve0/f9XYBiLVJ3zF0N/7RBtShjGihZfVCKR78AAQAASURBVHKcN+Asrg00q46ma/GNX/RXx61tWtarNQ8fPKDv9ry+vNZwTp3nF92J9vraR3TBceZumq/3Gv72ISwbpDCbk7lPXzSO78e7IMqx1uNdItHfyvZp4aPPSjWeNWenp6eICL/+679OzplhGGir4d8cahORRQTrnKvs6g2r1YrVasV77723ANP79+rTAMrnBWufpB3jeMXH3HDr91y6RCOW5zdbhjFh94n9MJILZHEkPEkKUxbk+gZ3dcnLq0v6tKJjxZgzZfbqQSMH1jvCpoepwKh6KakeO8pq67FYDKboZixKUvAx95UarjXomC5GdO4z4IoFcWSTwGjihMWiruO2Jk38S8ygOO9omw5MHexWiwDGnHDOcbLZ0LQNMSZurq8pMtG0huAtF+cPaby6TZpVxwdPHsLtNfH1WlOPryO77S3eWz784Q+IceLVy5dc3d7w6vISg+5WN6ue/XpFLwVsw6OHT4kYXn78Ma9ff4LxlljdV9f9Cuc8wQV1pYyFaZqYpsg41Gqd06ghFWOW7yDkI4AiSFFgYV2vrzE9xQwIbgEnQkJKJI4aognNC5wfcaFSfSKUfEMpe0oaQIRsrin5FskDlAlK0vTlkvG16+dUQVGOpCp6dO4Ua1d4VlpGYOHzD2qDkq4VDOVrRDLWnAKQywiS9Ptq9VQpE9kaRE6Yu6rabo/6XltZkJxxrsdaw/b2tjIAWrkzF1upemGqltFtv8bGyDhNpBKZopqDhcbTWi01sB8mtal3XilKb5EspJIJtThjLiMiMMaETDDlwqpfcX6xrkXHLNvtFmNcFUE7nPeVaoVVv2a9PuF03RM3HaWcMMXEfj8S/KGasYjw4fe/x4uPL9ntb1Rj4xoESLlwc7vlkxc35OihOE5OG9Yrz9OHHU0DIURSElLS85qmRJYIptBvFIAVC1kMSfOA0aywY2BC1UDPgZn5ntbY9zwhV7ZvBqjzQjqHMBEWG/QFkBTe6QcSU+Lm5oo2qCYjp0ROiTev35BToWlXnJyc8ux9S86JtglLVtMnL68Zx4GTzUo1ZN4Sc+Tq8g1N29O1K85O1lgxbC93lJLZ7bd1PKSDt1A2lZnzNM5zdnKqAKVplgy/Jqg2zNdifBRDTrmyd5bQNGpy6CzrkzWnF2es1j1t19bTv7eYGaXPz8/O2Kw3nJ6dHsIbxhwJY2cm5ciMzRwv2HN6satZQ3Z5HMPBU2W5m8f39fO1dzEXvx1tFuO+S4B6nJVzP7MmhMDZ2Rnvv/8+V1dXDMPA7e0t19fXS/HC2QtlHDXdexgGUko8fvx4ASdt2y7f82ng49irZ/77R7U3044X29fsGJlc1gK3KbPdj6zE0DYNjRS8ZKwUjQSgwH0YBna3t1y/+gSJpwQpOBF9T9fhvOXJg0eEvqN7eMHNm2teffSS7AtZwDhbC+UCGJwYTMnYmMhkMhqnNWJorMdYDd3YYHF9wHYNrm0xJWCKJcuA1v0RjAng11X3otXmf5z2pQAo1hh8mOvHFIw1RzEvU1kPS8qJcRwwNmNMg7OKmoP3lKQGVasQWDWBVRsYa5G5GCfGceDqUlXfH374Ide3t7y+uqLtepq243a7xRtDaD1YT79ak/cD25tbpjISS2RKIyCcnZzThJa+P4G6kMZJQw1TjJqXPmns3VmLtcpc3B/6Gg6JIBHN3pm9JBREHKafGsYxW3K8AfEYMzDvjUoeKWVA8myvr6nFUtkHZTQmLIaS97oDzvuachYhN5Ba/X6xekw47gMUQSpbsyWnW4okpc7FkMtez6PMnhCCSKQUVXcczlmqJ4Q6ey7ZAHVBHMdJqW3jawr4nNkwG7cJTdvqolt38vNn2Oo+6jDMBpdWcz6X1FStcqtbD11Tizr4FmGMQtcbmkYLBQqm1jCZaFutpTQv2Lb2yyY0NMHTBEdfQ4gxKmtw3La3N4h5RUoD1jnCplW9RFFwu9/v8PRa3K+xrDrHZuUJQbA+M46ZmIUpJYYpMqUBYwq20fRj2zgWsXUNK86p6wfB9X1wcgxSOMhToApqTVX033v9vDNfNEjU8PZdkKK6k3RgT7IWpBvHkRQTNze3YBwX06TsQWUHmhCQnInTRJyislIWJGXGaajiVk0vTn1hf70n58IUx7pDrMLBUtOqjamhdKssiTV1XOqoNNWyIDiHMSpsVSCm19M69d5x3tF2ypT5Rp2Z5wyIdzXd6YsCmSVcwyI6nEM3h7/vw8Z7M8YxGzL/qjetnua9+6vPzOGk/6PasQj2ftbM3O57Jc2PzfqUs7MzHj9+zIcffljHy34RXr/t56FA5PT0lLOzs6UMwDFL8lkg5YuEuvY5cRUHkiSKkUW0GqdIdh5bCqZkTFEGWKlJ7VdqDDgx7XeUtsXEROscq9rHJAfVPfY9zeYMO2R2/ooMFO8xzoI1JKvUnBUDU0TKvoZ3BY/qYdq5r9WaXd16RdisaDZrJHukWCRtQRLWiNpRNCdIzEhMX8iU77h9KQAKRjBGXfCsLTw+2bBykLY3FIFP3lzSNC1dv8b5nhCE7fXIcAPD622lo7S+zH7YcX15yTCOnJytuQgNYgrb3S0ffvyRpgniaH3Hpi8M08jNeM317RbvPafri0qVGcb9jle3VzUzZ+Jkpel515e3hDAR/Jy9Y2lbR9t2tepuIUcNR6m/QTVXKlsGuTmcd8kgsWafaBglS1bWRAqLLwkAE1K2pOmTqgFpDhRfvqKUPSnfgoClpZQtOe2RPCpQYa8hInTiK0WdNUUSktTVk5wpbgB3grWz8G+mQLWqZoqvyOmanKtuxkZASPm2HveEpkyqTqdkz5ySDDXNexoXq+95Zzrsd4gIl9eXYCyh7QihoV2tVH8js3NuoWnncFPVGqB6EimF0zNHGzzjMJJsITmz6Gmi1dRcU6+rtZZcDMOQaYLn0XlLkcLr15dcX++43UZiVKda9kMlEbY1ZuQoOeKCZZ8Kt2MhFkuqBSrvp9yuNxA6g29WWOdp+46Xn9yw/eFriuxpQ+F0E+i7jg++cspm3XCy1rERS2FMiev9yNVuYj9EcspYJ3QnDRZL4x0xZUpOGk6Y3U6xR/AQPh2kHJ6fNVOgdO9scTLXllEtWO0dx0zKvXm9bVvee/89Vl3P2ckp++2WYRiw1jFOE75rMMGSzQGONyGw7tecn5zTOk0vtsYRp4w1jgcXF1jrESmquehaXKO+EW9ur/DOcbJe42wt61Azeqyo8NeGuoOv/jhWQJIyQqOWbNZChCkxjHsN4dhC163YnG54/OQRjx8/JAQF8LkaXL2rCUrDO3ffgOxTdufLpZR3hmbeCTSO/n4Xf/IZCcOf2j4tzPObCf/MDMpxMcM5W+Y+q3Ls/jr/fP3rX+fs7AxjDC9fvuSHP/wh1lr6vmeaJrbbbWWxJ87Pz3nvvff4+Z//eR49erR83jFIud+OmZu30q4/o80W8dYYzNH7xt2OXUpc58w2DuzjSI6TstbovcoxY/JEb+BB3/PBo4e4n/1d/OTDR1wOP02SzCp0DLc7Pvr17/BI4Ml7X+HBs4ecPDjF1o076GYuDYnLjz/io1/7NYb9LeMYaYrgjaEvGrYpJrDZPObZ7/pZLr7+Huc/8T7jkEmxwHADJZN9wbiAaTbsL2/ZvbxmG0aGpU75529fDoBy4IkRyQRn6bxn1XaaKpnV3TPPBZSkaK0AhCFNqjurttjb3U4LddW4ZLvqwEAqmXGcaqdeU8QQs04wkpSOHqZR00QxTDkTUybWmhUlixa6N54pRZIpTDHh3fGAshirVUmlxodNNV6q/Nq9SbxOR7O6et6Ozs/N/17CPZmSB4zZY9y+ip9QrUdRIKJMw7R4oyiDooJBqRoSmRd35nTgiBhlYTCeUjTFdd5SL++XSM471bXkPUhCaOp37hXsELEm1PeXZYd33I6H/byLTFXYOJu85RQX/ZGKwGp9nQy5WqErZX6YSNQCXXBWwYcDZU5En7PGaBE9dHehOzXBZJ14vbOMsTDFTMrK2MzhEjX30wwMU92Ic9UXpayaFKzDOBaPi+MTDo2jbR3i1Kskl0QukSwJ5w1d39CvPH3v6VaG0IGYTEFNmWLJjCkzJWFKar/gBFKUWoDO4qzgrSFllN6thnuHi37MpFQtybKsyeF5M+8kzeH9HIwE58VTb+1xmvndO22sZpy0XUvTtsRpwlVHaGOtshDOMeutbDVta0LAW4czak4lWZimCecP9WeMMTRBGb+2U7O1/X5HxlCY9Ux2Sa1WM8g6RufzF1EfiTtFMnVnm6uvCPVz2rZhvV4tFY9FStX5zMVBP7vdX+s+c/H7lI9b2JDDLTyE32AJIf2L2Gb25JhJeVeq86f99L1q3R4+fIiIcH19fYcRmYFF0zQ8evSI09NTLi4u2Gw2wI8GV+/6zs/VjjU1HO5rTplEZLIDU5pIeZ6zZnmqzvgpTgzbW/a3Nww3N3TB8/DsnNVZp9qyMUESuqaltZaNa3jYrzlpegUoVjN2SoFIpl+fYB48ZBg6xmlFYxwBy6qoeWn2LeuHD3hycsZFt+LceAZrSDYj1iPGVJNHjxHL3ga2oSXZyOerunS3fTkAihSo5aVLSdicaTE8Pb8g5sw2VidISUtVR+fUeTb4pjICUSfylEhFEGPoVms2pyfsk4osXdOy6nqePX2f/X7H6vqa/XTClKKmNr6e6L2mnG63O3bTiFiLbzua0NF3G4L3DDKQRfjk9RVd23Jyelo7dS2wJFKzTsDU2LyIMLl4R2skzKx4qlSvq6SIBfLRDspUMBHJ5QbJFlKHfpillFuKDEjZgxSKcRVADCARqnGZQSqAPwhFoWgYRgRQkaEJl1iZ6gGWCnQiIhM5vq6aFzWFM6I+J0WqBwsFMQ1q9CYaRjqacZ3ztN0K46L+GBUxpqiMTtd1pJTY77aYkglWSGmilIT3AWcNcdwqsBRNW+76hlIsUjIvr7ZYSTw8DTTOI8YRY2G/S7TeEIJlmCAmQ2gbrW5ddfPjVBiSsE9ap8a5gHUt1nWIWK0NU1W3xlj2o7DdR4ZJmLKl61qCCMYHuv5Qt8IAq35Dt574+OVHDFNkP75hu01EsWzOTzk77+haRwgW2oGJgTd7PcdUDNf7yPU+cjvBmBwlFmwqvLkc2KwDF6cd3lu64NgPkXHKqFNOubdoqZZkWeiWTlg7pqm0HHfp7jlNdk5XXmD07MO3fM7RNxkt1midAwtTTuyGgbbv6FY9frXChUCUSOsbVu2KHCOkwkcZpv3EtNdNxctPXtO0nq4P9P2Kvu/YrM8w1Y345lZDsSVlpjzhsWpW5ZyWBPC10vWcyVEtwsdxqpdBsE6nUy1zLzSthvpccDx69JBn7z+jaYK6c8rEwsLluxzVOya45Zr+drXfStbj017/m9Gn3E8lvq9HuR8Guq9FWa1W9H3P7/t9v49hGPj2t7/Nbrfj5uaGaZpYrVZsNhs2mw0//dM/zcXFxVHNJ+2U9z/3WCR8HHqaWZ4v0g6+IrVg4xTZx8T1OHEriV2JxOocX0wt0yKGqzev+JX/+X/meyff5DdOz/ld/8rP8t6zZ/zkw6+QpfDL/+xXsW3L1/6Nf5WLSXi2z9iPn2O/8y1oLOIMIg4xjuIDT89O+Ln/5/+L0VsmZ2kxeCwbAsYYYusocUBurgjf/5jwT34NYywRKGmPlIIpliKGXBxd12HXa16fFVh98fv+JQEo1NhdpuSsjnlFq3tgDK2zNWe7xo6Nmnq56qEAaD53fd1cF906j3VBe4UVQtPim5ZQS76HtoFgaUpmu70hS2G721Fy5s3rNyQgGWiMuj9qeqnT95ei1L/VGi/AMgcV0fLYC7hWTvcdnb4arZVJ88OKQXNQ5v3pnf2o8kwlYsyElJGazI7IBJL0BzUaE5mUPVkI/nmHmJfPqkd7xK5EMJPGMI2p8vC5KJ+Gb6QM9Uf1OFJqzRmpfhQUZCHsATnSssxnskwUpqrMHaU6oMZYr5Po3ynGpdJrTrO+pR6v2Lp71d29ZqGrQqQULQxoK72ei6nVn4WYtXp259UfhVLIBeKUyHXBC02DD4GcSxVHO0oRppig6gaUyUlYq8UI4bCoH2+qReDqasft7oabm4kpZ8ZoicniXIc3Ld4EXBCME5JEioAR1cnEZBlTYYyFlI06UNfnpliYpsw0JUKwNI2j8RqqkEgVUh6Hcz7t7+MDZmFRDucwsyQH58nl5I7DPEdN78lspT2LRPUxYwzBGawzh75uDztrZ3UDMo0RrGGcJoyFplVWTUtfeJxr2Jyssc5yeb1hGkbG24G53tHshqnpxA4qY5NFDuc1Uz9WGQhna06Nkao7aZZ03tnPpaAZDx7/VijmN9t+HCDw2wEqfjva52FLPiu7B/SezeGcWXcyZ/iICLvdjtVqRQjhR37/fRbms77309rdcQKIBueTCGMuRFTUOmP5A+MmpBi5vb4hx8i0H3jy7Anr0xP6rtHNiYBtWh48e8LJzUj/8pYUE+nyGoJFLJSpKBtjNPJwcnFB2PRMfUcjhiCGE6tVz1NriW9eM9y8Qd68YfzWdxmtJWKUOS+CLRbEkIshn51RLh4gXQurt6/nj2pfEoCiq4vErHUFpkiOCZ8TFp0kxDnEOhoXCL5dPAzU9EhFqC4FbPDY6DHeY0ODCx2kgsHSbzr6tlOQUjJNalm3G6y3pA8jw37H6zdv2G13fP8736PdrDl7/IimX9G0HcZ5sI5+3ZJK5uZ2hwuB1WattU6qQEuKkG2qoOswAJLEI71oBQsSKXmHKQ5rJygDh658/zJp+MaYASm3gEOMVYGszKCl1LBOrGLXY4BSrcnv7eaEWAHVXhfrfK0MykxJVrCjx3qN5K2CIgTRrHmofx8Nw/q4vY+zMNYgRkFS02r9D0ogZTVlwqhwMefCMIzLZ263+1qbY9RCbyfKXGENMWkV48Y6jDVUjTKtdxQ0Q28GY7u9YUyGrlcH01wKU87cbCf6VcN6c8pqtaHfrJniCDswJtTjicxeFlPcIyXSNNC1ljSlCmgy+cgKXBC++a3n7Mcf4FqDsQ7rezBaLdaZ6s9iR7JRJpECznbkbBjHwnbIbIfEFB05KQAzGHZDBiNc3+w42XRsViscls4X7RelkMS8455/CmiROb19ZtVmcqSGcO6BkTK71L5jjRYRphTx2VfnX93F7gbVG60enGG9o4iGskC0MrPVGjkhNNzebLHjQHe2whjoV+rM3DSBtmvxvuFJ90gzupi4enPJ96+/jxStX2R9S3B+KVRovFbCHuaxKgfjLoeGAUMIGmak0DYNp6cnrNcruq4l5UhMI9hSN0120UF9nvbbkcb7m2n//0gzhsOif58l+bTH7j83H9N+v+fy8pIXL16w3++x1qrv1G7Hq1evmKaJpmnY7/d84xvfoO/7t8DHcWjp+Pjmdv+5z2rlqP/MTTBMGAaBWxEGAxOmhh859HVgqpWn57Z+cEYKhv3NFmcdYzZsLs742i/8azQfviTE73C5H9l9+EJzGiikN7fklBhj5FHfcvr+M8KzxwyPHtBkwYthEzoF3kEYvvUt0q//KtvvfI/d//cfMlhHMoZCwgBtccy2svHpM6YPPiCfvg8X51/4vn8pAIphZkccuEKyFjEQ04SIYJsGYwI2BNrQ0rYdPqjuI04JoSxKfOf98qOmY7PoT732crWYNsYQgmZmlDwvxGCdCo+mKWJrFlAuoh1RpJZx1xLuMxrOZQYn1Xp4psFnQ6nZ0fHePCYkisSqPbFkoupJZBbJ3r9OVeBZXVrVRtBiSMyCWn2fMh7zSmKWd8Od1WW5+jADG00V1vRbNV/LlT3J9XMjQtUBIfV7TGVrRDl/U4WVuOV1yzkXqcUYIfiAdw7nLLmGHZzzOC+4mjqu1vdatdMHjbk6rzR9THG5KilqCqvxIGKItmBMoSNXQ71Yr3dmiqobySlgsKRY1JLcGpqmo1+fcnp2wfn5RfXNcAx7zdDa7bZ6NnPfKzDFxDBO5AQpZna7HdN4t8KtGEexek5YC8YxZyfNAKHMi38tjS5ALsIUNZU9RZ0MBTS7BoPxQd2QE/ipsNtHgrV4q7spSyZO1biNGXTMWoa7k/Bcn/g45Vj71AxC7upN4C6Bcn9Kd86y2qxw1jHFCTHgm0AnvS6ESBWKWzVEG0fGqaaNdz2nZ+c8Wj/Dt4HTRxua1rNaqymZtYaSEwk15is54Zx66ITgyGNmGAccDm89UllVYzWbzlirduDOaX+tC7Ox813Rx3xwdH1X+5wWaDQoU7uYPn8Ge3FflHkcVvgXof12gpNjj5EZDL7Ld+R+KPEYnMwpxDc3N2y3W773ve9xfX3N5eVltfgPC0DZ18rO3/3ud7m6uiKlxOnpKU+fPl0qMR/34U9jUBZn7893kpo1pB+iD5kKUgQGEUYgWa1VJVXTVt9amdL6HgMvLy+xH37EeB7puhX+9Jyu3dARaE9OaL7+PvJ//910HzzGeYNMkav/5dcZLq/Yff+HatQ4TqRhJA6DajUFIg7xDpx+v3UthJbSdtha184OO0wuKhxXjpBsMhos/vwg/Lh9YYDy9//+3+c/+o/+I/7xP/7HfPTRR/x3/91/x7/77/67R9db+A/+g/+A//K//C+5vLzk9//+389//p//5/zMz/zM8prXr1/z5//8n+d/+B/+B6y1/PE//sf5T//T/3QRJH3RZmroBucwaGpuMYY8aRgheIerpjNd29J1PVjdmZZRO4it3gDee3zw+KTxR4yt6alKMyevC6mx4L0yMDNNqBOSOjHGKeKi1sOYq5GW+uNrjSBBKFKq50I+OPcJS/bAnRz/+7vYOWwisepoDJpqnd4ZDqofjJGk6cFWwyka3qk1b6qxGwtAAe7YFB8DlKPJiWqDLxnyCEZDT4uuRDKQDunLdRdQJNbPOYicOfqG+0BrTj211tUaO6pRKAkFmM7jC3jfaGqn8+QEIhEfgmoarCXnzHa71XtSjBrYlYRBazFNpl531IE3TZFYMkky06QhnZQbwDFFnZCcNbRdx/rknLOLBzx48BDnAiULtzcD0ziw3V4r5DOWaUqUYpgmBSglCVOM3N7eMI7HkjJDsZ7iAthQF8l5dZttz+u1MgpWFbCoEHeaMnHKpEk0fq1YXM/PN4iFfQQ3ZoKbOOtbvHN0weGsYRsnZTrqJLNkg8ihD9SoGovxmFSm7QiczFk8M2hZ+vrR/T5uznk2mxNSjAx7FXX7mvKJ1G+u/TWnxJCEaZwUoPQ9TdPy3tfep+laTAfWCs5L3VjYOuaK0ulpBiiW0HrSpLqyxrUEX5DZsruCv1mc64Ms41/tDcxSR0lKIQRP33d4rzYIxlaxrauLuTGfKS9514L/Lwo4ud9+q8HJfWBynAI8F+W7n9Z7P/ySs1bkff78OR9//DHf+ta3uL7WEhezU+wwDOx2uwWkfPvb314KBj569Ij1er0Y9Flrl+++f+7HAOXzgpQF8Bw/hgbqR4SdwGggYinG1rGi3k7KMdfxBIgxfPLmDbuc2MXMyckZP/XkK/T9hl4C7ckZ3aanee+cPA201iK7gZQN5bs/IH30MakIcRiI+z3TriVn5UWiCyBqoVHE4FyLaTpK32PXHTZ45HWGKWIlVaZHyCaTTH7b6+dzti8MULbbLb/7d/9u/vSf/tP8sT/2x956/m/9rb/F3/7bf5v/6r/6r/jGN77BX/trf41/69/6t/jVX/1Vuk6Ff3/iT/wJPvroI/7e3/t7xBj5U3/qT/Fn/+yf5b/9b//bH+skoO7AnF20JJiDTsJ7V0VWureRXM2AjTpEFqNyUWdrMTAM3qqRmhFNXRTg6vINJY5cNl7NaKSw3W8ZxhEj0DUtnWuQfs2zp+/h+47V5oTVek3XryhZHTu315GYM7vtFgPsd/vDeVT/hRLLEl2ZO3EivWMym3mNmUIvnwJOUPBgMpq/NNdWsJXpmCtZFjCzMHXerdTJRwxL8Yb6xOGvAqba6kvGGKfZSDXrQYyobTrKRClzAmIyczaI1BDKcj7GKNty3LlnEOIDoQmqPynCm8srxnFgGCdMFT9LEWKJCyszZ08M+4EpRrbbHcao1mhOHc4VoyXxeDEY47G24BzspsLtkGiCY9U4AqIeBaL28FMSQrvm4eP36boTDetonTi6TtODCywL49i1jPuA5ITEkaaauK1braB93Kx3WPGIUX+VWXdhZOYz5l1VnZwxpAmmMbPbTUyT6kpmoOuD2vOHANYIcSoMWDxgizJ/vrH4YNmsA1Mq3Oxj3b0dA9OlK+gRVQHsQW9i7qQX63Mz6DxM6jNwOW7GGkITiElry8RpItXaNNYYetOpWBKNtaes2XSCuvTiDeuTc9q+ITEiJISpjqe86I8ArCmsuxaPwX4Vxt3E7mavDnbFsI8jY46s15oNov5/VlND6/jU8gAFbxQ8P3nwhNW65+zijNA2GmquOqY580h1b5/tsvkvKiD5zbTPc07GaDXdaZp4/vw5l5eXSw2dWYj6LnfX4xaj9p3vfOc7fPTRR6xWK05PT/nZn/3ZxUX2+vqajz/+mBACIQSur6/Z7/d897vf5Yc//CExRtbrNefn5+8MG83HOv88ffoUEaGrlZ8/qx2HCJfPMwZjLQVhj5CkimPreVrj9TViMKWATHhrcM5gSqZMkXZzwurigVagbvUY9jFyM+0Z9xNxSlycneD6QH76BHIhvHxNefSQ61jY7xP724grBY9h0yiDY4JhMpZ925CfPMb97M+w/pmfoDk/5faX/ynp1RvShx8RTWHXeuJqRXRG5ZE/RvvCAOUP/+E/zB/+w3/4nc+JCP/Jf/Kf8Ff/6l/l3/l3/h0A/uv/+r/m6dOn/Pf//X/PL/3SL/Frv/Zr/N2/+3f5R//oH/F7f+/vBeA/+8/+M/7IH/kj/Mf/8X/M+++//4VPYkaPYBZwcqBdZ6OkWvEUqYuoah+stbWArWb6BK81LSzKyhjUTTSXTIwjlMRue0NwFu8sw27Pbr+jaTq883jnaUPL6ckZtg2EttV6ISEw1ZTn3TiRcmKaJkIIxGlaOn3JGuYpuahlcB2AKSWyLXes7g9pxffx93Ezh8nfaAhHAcrMmOj1kJlBoRx+L8S7OfzzzvcZ1cgYoAI2TFmOa14MjVHnQ7NQ/se7i0PS3Owge/i+DPeoQYOp9LqyI/Mx7Hd79vsdw6TZOn5Ta5LkjLUFY6ReS3UdTbOPSk0ntkawpu7yLWTRsFER7U/WQiqF/VRYtZ4uWOwR3SxFSAV803Ny9oDQdIAjF9USeR/AGLqca6XZRAiNhp1qn3RGs1UaZ/H3qhljVGS97JlE/6Whjkr91nFgRI3WUhJiVAYl54PB3DzJOqfnBUJOQkR3a97qfVyHgHeWtnG1hERk9lNbSpfOXfC4680hyoU5ucugzGJXOBR8Ozx2927b6j0xThPTOGqqsbVaU6ZRX2OpYyYnLT8gSGU7HE3b0bQNklINpR6OQYFSvR4G2ibgrcUZx9hP9N2a/W5iGhPDboCUaLumAsB6CazR6udFd4xGFFj54Dk/P6PrdZGytQyHGE1jns12jbWfGeJ517+/DO1Hnc9x6CalxO3tLVdXV9zcqA/UfZDwrvDPLIbd7XZ8+OGHfPTRR4uu5IMPPqDve8ZxpO97YoxaOHGz4eOPP+by8pJvfvObpJQ4Oztjs9lUD563fVfm451/mqbh8ePHpJT4UW0GKPdDd/MWZILqHFvPy9QCfcZqCJwERJwxNMbgikDOhLbTArhNQ/Ba4X3Kme0wLm7SzalVjd3JBs7P8I8fIps1QyoMVTzvSqEYS8qiBUAFsrEk75CTU+zTp/Q/+9N0Tx8xffQG8KRXlxRTiJuW3Hdk75AfAcI/rf2WalC+/e1v8/HHH/OLv/iLy2NnZ2f8vt/3+/gH/+Af8Eu/9Ev8g3/wDzg/P1/ACcAv/uIvYq3lH/7Df8gf/aN/9K3PHcdxsSEGVAh53KqWUm+rxTUNvmTwft6XqxGOrby05EV86tBJveSCLYITMEZL0TtjMCL0bcB76NtAmiY+ef5DGu9pQ8M4qlVy33R4LHnQNMfNak00MI6Rri11V6cT6s2b18QUcQJ5jOxvt1qwq2nUu8HrzgrUnwKoO7TIsTLhXRuHt+PW91+k7EWREfUItEielNGQpMDFFGZvlc/in5eJoNqKiUlgDEVGZZhqatoiuCHXn8Isgp21DLI8Nuf6K3DMxd85By0NMC3nLqh1+lT1PmDJRdjudhhTsAjBG6ytXikC3rcIjj5pWfoYJwWv1iy7GcmWMaoBXZwStxGGBCkLIVj6zjIVNWG7GTPGBZrVmifvfY3f9fO/wHpzzjilBXBKKYgxtN2K4L0Wa/OFVWd4+vCCvH3F5fWWGNWz5y3hXF3g1XrFLBgOjlX92idSVsfc7TYyjJn9XgsIzm8qRdMYsxESE0YEl0GagCkNWIgIE5HgDQ/PTumCxZiGYUzc7GZB8xLnWfi2WUNVKkBZakmVQ7HOeeNgKvg29WPmMNHhXmf2w56b7S1vLi/p25a+7xl2e1KMOAO5CbQ15AMwTiP7/QgogL28uSYMnt1whbEZ5wvrdU/Xt8tEPzMyTfC6gdiNjH1i30fGUTOcvv3Nb7Pb7pjyWBcRLb7oQ2CctGpw2zQ0IfDw4QOt47Je4bxV76W5bEUtY18q+ziHgH+nvbvNdYVWq9VS2O9HhU6OAUrXdazXa1arFd/4xjfYbDZ0XbdUKJ7BwVwMUEQ4Pz9nvV4v9vabzYYQtAr5DFDm9i6Qsl6vl9d+riaHbVo9cCw6l2Y7bypYisB2bSCEhtP1KWUYGF5PdAh9FlZYOht42K1Ydx23uxuMg/PdKddXl7x48Zzrq1v2u4Fxt2PTBGS/J0vGn6wwfUMkYT20rcfmggOyJFI2tNlgEWxoCI8uNNz8U19Hnj2mf/6G8PQRsvJ472ifXDCKsJfMfv1j5BjzWwxQPv74YwCePn165/GnT58uz3388cc8efLk7kF4z4MHD5bX3G9/42/8Df7D//A//PQvNqa68Onu3XqL9Y4q9KiPzh2ovqXu2CxmWSr1/6oPwR5e75xFsARnKRamOGFFcKi3gwEcFjejYFTAWWrmyqwnAQVKuaZCq+V2rRVTz8Mt6NxW9mGO4wum2HuEwl1x2PzYpwOLOf34oPXQVnUnc5aOlOW15vjzjkDB8WdqqGc2iqv1f0TLbWvIwdbvPNDbbx/aAewgVsNFFdAcT0hFCnGalrCTLoJHFKmpYK5oBhdGKMUu9xeUUXMye1CYKhy1GFGtkXYNSymWna01fapwwzqz4K1cWROsxzc9p2cPObt4yNnFA5zXrJ2lEnA9Puc9ITR0bUPfr4jDSnfuzhKjVrR+p3nXfO0FjLmbhny4t9py1oykcczEqaiOVLR3zyJWFX0XIKmaxahwG6Oi0SiCiZm5RI4xhsZ7UpI7sETmniLzLpZ7/5bq0H3Enhzd8+MF5/4pFZFl8Y8psuq1QN+42yNZdSfF2prOrpR3zoUYUwU7hu12iw+OKQ14r3W7lkwMM//o303wZGvJjSDFkpKml2dRzZmYmjJeh5b3AsWSimZdqQDb0/U9/aqr1gJmYQ8N9Rof9cV5bP9Oe3eb79VxuOSYcXiXMHe+nvO8UEqh7/tFFDt7qIACoBAC6/V6ARjee0opiyh2fv2xe+277tn8/rZtlyJ7P6ot5zDruu413VzPn6+/nVXn503fkU0BZ+lKoSvCSqDH0NXaUVmyFgYtmZQzKWqhzJQycRyZcqJsbym7HSlHzJGhqSZt5MpEjYgUfKNjDGsQ76EJSP1h1cF6hZyuMcETLs7IMeLGYdlwf9H2f4osnn//3//3+Yt/8S8uf19fX/PBBx8sf/sQ6DebJa2VOGnRI+cpJZNF2RCcxXiH8a4yE9opzDyrGouZF7xcNC3YqeV1MIZ139E4S4OmB1rr8EEn7LZtVO1P1gXRgUmQpgh5YhoUiDlgFRx4x8XpOU3b0q21eODszWLtoWzpMvgEhjhwTKHcHSNH4Ya6iN1t8/O5Wr9PYEKdyA/VjxcR49HOeFaOmKPPOXzm4UdKBgM57Sgm4qymZ1M0Rz6XAcmpfoSyJwdB77xgCgpMDHNa9PF3TuPAq08+xoeOpu20Zo0xtF2PDw1XN9f19Qe/CokJa+Dk5ATnXM2eKYzTpOZ+IlqCXIRpHCk5szMW7x2lrHDG4FzDuhe6xjBGFbOKsVgXeHjxhCfvfY1/9ff8fr7xk7+Lx0/fxznPNE3LRKUmcRYfHMFrhd1+tSGliVwswxh5c3VNzIXQNqR3TIAqpquAegm3HRgUEV2rx0n9YHa7TEqCVNGssfoiEShxwlAITaFrPA9P1/gQCG1gkImxRKax4EahkR1N09BtTnBGGQ+ZM9MqhJ3dVEsFPzNrMgPImU2BpUOpfub4NO/NYdM08vzFNXGK+ACb9YqL03PG7Y48RSQWFd8Vr+HDIpQoxEHdeiOJ3/j138AFy+NnZ5ydrXn48AJfQYo56sKCEGPGGEvfd+S8AyLDeMNut+fkrKHrT9jvtcp4BqJkTRWXgjg4PT/n7OSER08f0zQBbCKXxJRGOt/ReLeAOSuujq1Z8Pw77V3N1wrSX/nKV3jw4AHTNN15/l1A4X645+1N3N33fRroOBbnHr//rm7q7c87Ozvj9PT0c9efkaNQ5/3jvNv0cW+hDZanDzekreXNVUcYJ9phYp0KfcpsvKdrAqYJNNWpfL3e8PSZ5cHjTCqZTRrg5oZv/S//K9Pr1+SbWzbjyOOvfcD20rJLA2WaMKVw1SkrdPbgHHt9gy2FYXfL+OoT7PPniGRuX75gunrNbRlAAj4NpBiRaURKAP4P9kF59uwZAM+fP+e9995bHn/+/Dm/8Au/sLzmxYsXd96XUuL169fL+++3tm1rddh3t1QS+7hTcFIKo0SSLdAHKI7SOLKDSGKfB8pEZSgOu70yW6XXBatIweQCOPVAK1mLOTmDaRwYu+heBEO2gtgMXuPcBcDW1OcAxRWK1Y7uO6/Lc2MQLySTVPEsGVfUnrtuZzkG1rkcYprGGJ49U2fKt9vxQDP3HnMq/DQtxmgpKJkN2mT2QTlmUJROOgyaY3+OA6ABqbtwh7ENBoczLXMGUJFY6/fEaqlfT8/4Bfio/fec1aMvaNvmjmFS0zQ8ePgQ7xt8aGopAKs5+qXUCrEHG3oqs2OBVa2xkqLqf6wPCmCr4l5EjY9KLcfrnGW1Up8RZy0lq7HaXLMLo4Ld9ekDLh5c0LeBkvZcv3m+sF/O+Wr0pRoo5x3eObwL7Hc37Hc3+LZjc/6IxyNkEXzTcHp6fucOtu4MkVIr0h5qz8CBTZmZGo9o/1+nChSABUjM8eyEodD4QhscJ6sV1jtc8LgSSSVB1hR2Z1ssAStrvI30YXUQvs4cWy2sdwxGlrE1/7scgO9bMXxQwG+PJnVBdd1iCa4FMaSkNXWUfdSU65gzVDEuRvUf83bTRlO1XRCnwvZ2PNKjVaHhvHN2lb20lv1uZLsdGYdUgYuvWT6lGilWLrJAzasEY0lFuN0N+CkixLpznRhrqG3ukWXW8BjD9nZ/Z8y+ePGCb33rW/We/ouTUvxb2URkEbwCTNPEd77znbcW9ZRUrzV7lMxj9X568bs+f/49v/74Os4Zk8cpyZ/2Ocfh1k8DOcf/TikRY+Tq6mpZt+ZjePHixZ3Xrk/WPHr26K5L7fw9VcM3rwGzBmXVd/Rti+8bjCn0j87xUyJMEdf30HVMMsG4BZkoEnn1yilrMkU1P5RCjgOy37LvPdNJjwSwK8912rHbC4OMSEza1+OA954kA3a3x8UtI5GpgTzc0lw7dmYiNbA/7TDe44IhG0eygfRjMihGfhP8ojHmTpqxiPD+++/zl//yX+Yv/aW/BCjb8eTJE/7O3/k7i0j253/+5/nlX/5lfs/v+T0A/I//4//IH/pDf4gf/OAHn0ske319zdnZGf/ev/fvLR3gziAW/Z/I/MfxQv9uKu1dUYe3X/IFL9W7cMLx4+b46R89Cd3//jkF78drP+ZF+LE/+8f/DmtnapxPmZTug7BPOapKr7/9/neFTO6+563Pl6OHmRc5BQ93F5RPuRZLnGT20TkOfZm3JtQ5mPK5mtz59SNfbO52xLffbN7dfX/LusvxV83A/K1WwziLTkU+5XXcu01Hu2fz2ePszhRydJLvYirv/DUTQzMr8ymA4q0p6uiP+zv6LyMoud+O56/PAgnwf74w2Kfdv/uA57NA1qd+Nsd9+bDOHeANVXx99I6jcX13+an6uPkzVBz2KUPLLHqxOayPHMbWzM6+vcBJ3cxrG8eRv/k3/yZXV1ecnp5+5rl+YQbl9vaWf/7P//ny97e//W3+yT/5Jzx48ICvfe1r/IW/8Bf463/9r/MzP/MzS5rx+++/v4CYn/u5n+MP/aE/xJ/5M3+G/+K/+C+IMfLn/tyf45d+6Zd+rAyeub3zJt9ZXObLJr8tE+s722czdXfaFwY/8PlFWF+idn/hvvfs5/6M3552YA2+UDPmsLh92kuOdQs/8vPu/Prx2me82XyO1/zWt5lW/xxf/mnAXz57nH2+22be/uutvdGn7eo/z+fDfYH0vwxt9iz5l6199nz2uT7h3iZKm9xZ5969ATsMJbN05M9eI9/xOebed73jWH4zE8UXBii//Mu/zB/8g39w+XvWhvzJP/kn+Tt/5+/wV/7KX2G73fJn/+yf5fLykj/wB/4Af/fv/t3FAwXgv/lv/hv+3J/7c/yb/+a/uRi1/e2//bd/7JP4nfY77Xfa77Tfab/Tfqd9udpvKsTzf1S7H+L5/sff51d/41drsa7ZCdywXlWFfhbiHnbXhaY3NLWQr3WG09OA9ypV295mPvl4IiX1VGg6iw/6nBTY7wrGQmhYigo6bzAOgtfLuL+BklWDEoKl6zxpKqRUGPaJkoWmUZGeFM0OUD8KTXN1Km9hqpkceVI9RdNYvvL+1/mJD34aUPfT739zw34IlFWLDR7f99Tcn1qoWBCTMA5OznqcBxtqZozNOK/mPnEvlGiQXQCxGCv4Dtpzg+3AdtVfxhrmrJqciqb3jpmchBQLUixSLJ4GKYZxmygJ8lBrriSY/b2HIRNj5ubNNTlOlGELOUIeEIkUiQgQguH3/hsbNhs1gLm8NXz7Y3dnp1rJ/zl4e9iVHO+k3xGqEaPhDTu//yiWYZ2+TjNc9P44M5s0wZIXVC+1Qb00Zu3JnAE2j65cVIis+ibVmszZOstvFbYgYjhfZ967iPVohW+/+VWuxzc1jGSONDbVnODITmPmWlQnrb4oBq2gbGv/sqba45WDuFWvyXyZhDQlNVerGhZr7FwAu/YtDploue6uSi2w59yiD5Iq2E5ZM9pyOWh+ZlH3XKrig5OfY+WV9l2Hjp88faLXpBymqYN8Qw9WGenDLtBAdXXV+3jcFZaAljHsd1ekONI0a6zTwoH6yllHw1IbqxTV0OSiu8Uly0reZrcOLM1d2n15VqTW+gEpsC17nqeXyyu64PGuZo0sFZVrBd+qkbm/J13KHDB3408JMSBLKniu9yLlIzfsqhMqVVMkcuhRUh84bMyXANrhWrwV3pzHqFnu3TwUD1YGWgH6antF8J6TzZqcMjklctmrw7NTD6BUBJGMQT2k2qaliEfEsR8yKat1gLOWvl0tA6FxllArS2MMcdTzjSVjRLCCzm/GaNZeES2vgBAat7iQp5ppp9YFMIwqrvfeU0SIOWGdxXmtGF6SMNelSpJw1rNZbQ7XqUQ1e6xXLGdZ5oRFpFv7mz5XmKZpuVfzvZ5ddnNRLaUKf81S1sFadTIuRRZB+1wGgJxx3nN6ckLbtqzXa9R3yTBNh2Krxhia0GgfOjrGksvymdq3y1LCxRiLcZa27QhetYS/rSGefxHby9cv+Z9+9X+CamRmHXhvuHgQCBbcBPtr4fKjQn8G/anBenDe8Oy9jqZxODG8eRn5jV/bMU2FaRLWJ5a2s3gcJcPlZcRa6FbVz8AbXGtwAboWEOHyBWoYJdD1jtOThnGfGYfEzfVEioXVqsEag+SCdQYfDM6rcZZvDNYK+6KDbdqrNf5qpempM0CRAi8+WnF11ZMfbHBdS3t+WnMCjHqpWMhuxHrg4owQDK6bEJMQOxFaS2gsg6hfay49FE2zbj24M4s7AU4NtpnrMESdqCcFGPvtxDQWxiEj0SPF0dAj2XK7i2qdPBlKFPIEtaQa19eRYZh48QNH3O/I1xFJGaZEKQNZRgqFrrP8X35+tQCU28HwzY/cO2K3FZTYOoHXGOyBvbw/YQvUjBS3wLoZ5IDzYIxUh2GjBl7O4q3av1vAGZ2QPbrAWqgi1rsl30WEVNS5NIuQSiFmWdJTZ9+TVMW3gqUIC0BBhI9vv8fH2+9hTVCwVNPqISswt7KEjq1Z5uXqNumxxmGNxwUdH87VJSymOplknUerV5AgjLuRkjIlVQBmHcYZ8FCsgBPattN6NFH0cJJZRKzGec2EM4IYYZoGtOJ0rAtkXrKBnDUEF3iy+okFoHQu8PWTJxjQ1MblVqswfbaWt/YASOf7qEJY8OFuSF2O4vFXl8Kwv2W1viCEjqZZowCxLJlI6lOiALxUM7g5U+mAQ2aYO39HOfo20DT7ulDXml1afsFQCrxOl7xIrxZgE5ylq66mcxqsVl8ONd31bY3KfT3HMSi6n3Wi9cSEmBIxRaZqWjgvWCJq5Sh3AEotamjmmk81W3C+HzJfh7dByryBOI7OKXg/6KpyKdzurunalpOTjiwTMU2kdEMpA9YHBMOYBIgYdojpaNoNIi2FwG6KTDGT0oh3WgLDGMAK3noVOtfU7zSqOWXM6gPki1STT0tMhZQLu/0eQWhtoLUNnQtaNTiOtQyKYUqjisBNQynCPo644AjOk2ImT0XtIQTGPBJCYLM6lHQxJUMaFzfhEjOlCKkCRgUdCphiUgCy3e4WQAksNYf0J1Ybf4v3ls1mUytxa0ZrSofPHWvGYkmJJgSC0dxHt17pmLGGiCaO5Jx1jmtCBU0FSqbkQ5mWpe9knddiUmBpXcC7sACUL9K+FADFWLC1yNvsO1GA4CDYOlm5grhCFsMUYd1b2t5gnNbWSZOlRC10ZDFYI4TW0KxA4uI5jxSdXJxRm/iSdYjZ1ZyvD3GC3W62qi+YapV+GLbVR9IseiNtTlkd6ywyFkTssjtebPyWkzbI6gQ4oXu6wvWe5sxRykROQ53UPF3QQelOCrYx+BU1W6PFBVeBkSMPcD1GSir41uM2lrD2mLaALUxlqjWJZqtw1L641SJoCIoEM2AtTjwnNlCiIe0McSgM28Rwmxl3iZi1iKJvOiQLxXe6MNgGteHPWgjuXTtBM1+0d5F/5t5z8wQpdz7rwDLM+o95Z12Bi8yAY36tMhGIrR4icigMZ+Bgmy6LY+4i7OUgcdWfGQTM9//IP4SDh+9xU3v/Ridea7XQlxyKV0qRJfvLB8ecur18YD1hqYu7NU65AlMwaKFDPT2zUBTBNxSjVXkVACqDIkadd/U0fXWulblIszIoRd1sJWeSJEp1LzYGurZDRIg5kmKipLTsuO4EuUVZHCMHA70Dy1WBqCLMBagwZz9YqeBM76uzQkELcsayZcq3PH/961zfvubr4Xfj/QVdo14YRUCKZgVlZ8lZSM7W4p0su8b53pnKXuUyUSRjTMZYS3A9FodmytUssaxAJ42FUiBHBWfHLedMhaZ3ar/knOti4+rlOYD0+wDFHNXPOk5fPezKixaGO0qhnX0+jjOHtF9WBkXqIlq052qRO7MAormI3bua1B5f5uMxoI7SR7c1OJIIl9d7pmFgGga6LuNrTSgBXNDjMaKeRNaow3NKSdluH/C2pZTMdnyFc+rmnbBEwGSwRYgukW1GQqGkRBwmHUeLwaSj71ussXRto7XepgxTRmJhlKyGhqmaP+ZEKhCTgq2cE5LUB8kbvV95yji5W8IipUQeB81IM9rXSpEFxB+n7uecSFldsZ3Tqtna3dVnKiXNwMxZx1kpdvFv8d6RkgCpAvCyWP2PwwDWshsGfNOQ5vpvGMQ4rAdv3TI25s3g/HMogqsZi6FVw0MZJ2WLy8Gk4ou2LwVAwShI0ZndHC1NdWdbsyuws024qSmDBvULKRqWKYdJVgesMjE5QzEyM9/VGdQs/9amlJoPBsmVSBbAaIcyVpbdvIiGF2a6WRemAxU6/yhlehjQ95v4gDQNrm/wK4dfWz3WmDXk4yFUEGIagSAYrTeHba0a2lmnac8GxI86yQWL8coyiaPW0SkUKoWIgNGiesZbbFY2SVOri07QWDwGCdXvxIBNIDshkyt7oWm4xQdFmNZprRmjLMsBkL2D/eCwI+RoV3xnaT/CJLrbkwOTMi9yR/S8UAsewlGsQ5GYGJ2gF5X6DC6PvmYBm/Pu8IBQ3m7LLrfe7zvnencHrC+fvXdspWzrZDHv5Issjk7GKHtQ5mOpXydGlu/VkM/h+8y964LU7CkBXFX5zyGemZ6Zz1ysnoWZmSS70Np6TYqaFlpZQhVz1pLU3eJ8mY4vlQhLyYc59XseFAvgnM+perzM5zVf2eU4JFMkEdNALNdM+YohvWaMrymyA7NWjxdbs4aNAvAlZIeOeWt1zOvwl3rvEphCznuMRKzNWOuV8cBgCXVR0BtRMmpXgCB2uW13++3CUhyo9Dmsd2Af7pqRvTsjxhzd1gOTMlspHKfhzmAIDgL8uwBlvjszWLzrdg3vNjA7Hh9zM+YeEDf12gAx5qWApg+Cq6uUsaZ2O4MtGr6fQVeu7I46AgdSErZlAm9pnEWcliSY7SGKnX18CsUUMto/iiQ8BmdsLTJrcbM/VsrklJVVRJaCs/MirddqdmzWHxE5+PscKKmjPl6O+jbL5uDw/AxCpbJvZVkTZibNGBScc3jt0ZWugP2whsyHsJjV1YrcKddw3xyaWcaWm7dvalooAvW4j8PUdq6P5DyCxdoaMpRy/7Q/d/vSABQsS/lyb8FbQ5kM2Rk8HmcK1mj10aYT+pWh66kTpAKUXAo13I6zhlWwbBrDLisl41zdVaWDRkF9x4SUdID3XYMzwn4Xl1onSqnXRUJMjetrXH3esRpXDc1ihlynX2cIOIKHtlGwNDcBJmsYLbTOYhpHf9ojOHKxWv/He6zTGXcyA8YWEhkHWrfBCN4WbGfBGWK7J5uMrVV/J9rDElonUjdbLzuHiMVmjwkO2zgteicFiRq+EpvINU472sxgEjk4bGPpNy1taygRRmcZbgNCIKdGKaqS6lb983SAA0JfrPXnfnHnVfPDR6Bk3gWUiEhC8h4jGbF1d1JN4yyGEHpC09cihZZDWvHxd5g7v5cJYl5UywGCajHFojV96u5NpO5Uzd06HhoOmHfAdYGaY/h1TrJiq6OxUtupTPVeaf0XU18rAsYGNS+0Ch7yUTzZGo/FEZxO5oZcNwGHGFKulZ1LUTDZhIBVtxQkS6WSq86hHnOOWePijdbGapuOyUesHXVSxB0tdrpTn4ZUQfxcErEyJXWxMk4namuUiTBWvWKcFYwRUkmUMhL5mN1wxavLj3BhIoSRbr2lXWXa7hbreowkbIFicp1oDc6CeJCgzjNlvuRFyyCUnLkaX7OdXpPkY4QdvQVvGsQ+xroLWvtVSrGUYsBkraklClSMiNZPOWpN29A3Td0hm2U3HWMkZ3sHjMwL2N0MmANAuW/FPr8H5hovx6zLYcE/ZlDm3yLzczNQkqPPNYeuKIduucD8eUgeMPJd1CLKPHjraIJa0e/GEWwiZuHi/FRNLIua6QXXaDFX1AdrzMKUFaB21mBMwfYd/eYBDy4+QGQEIn5zgnWW8nJiGgaur/ZYIJhAkh0p3dDaltZ51n1ABK6utlWvk4hTIk2J0Hp8cKxPPNYaxr2Oj9WJp20Dfdeyvdkx7CdqfQp8VM3icXPOYRvV7IlQ51WW+1BKWYCDbsJlASbB+9onZ6gnyoRWF+/5PklRnaBU8OnsobwDhoPHmDHElLi5vSU0Lb5psNZjjKWIbk6nrYZpS4oaHipFC6wCTQfOBaRquKwNYJT5/3EzTr8UAEURZO3rRhdy57TUvDMG6xu6zvHogcf1E76L9N2sG1HhXpJYN6NHA5a74Jejf5fqDi/zLrGGlkLQhcRao1oFWyc5Vw+Uu/4sS7hEBCsqiJo30zMyViZnRsmHVqRU5K6fZbBgPNYGLSxn1ZqfhaYvdadryEaBR0YwTnuY6wzGG3xrCZ3FNxYTwFTNgcxsAtQyArpIWGdwwWmF11zIucKajD7mAG8wjcU1FpKliCWLurVGrwhOrKPYGkrBHc1wR5NsPdN557LsGpe+8C6R7D3W5BjAmMqOIGogV0aQpAUGMRoaKEKOWUsZOAdUgc89IGRgmYnvcD/mbvx9/jHHx1uBDAYNS5i79/pO/+MgMFXwc0QVHTWlaCsIwxx9Ri0RMH+u3lDulBUwRic5q5ooJVAOYKsYFRYaDVYrIFOaEjFVJKdTFbPQL+dSf1fQV6uPBx9wRVAr+KOJrFLbBnMIU6HmcEbUU1cwiDdzYe4asqtADCGVHZkdybwmyTVJrrCiQvG2FWWlXMSYSW29rT10t/mURK+jdv861sSoViFNpHzLmN5g3Q3GDjV+P4FtKFgyJyRxpOJ0HBk0xFYMOMFxN73WmIOt+rvaPGccdsyHx9/178PnHkD83GOsqUzbvfe9nfp6BO8rkK5VOuZp7YBEavjveOjOm7MDQnnHd1i9zrmGBDGZQiIXWcaKAmipoFTn10xmKoWsPaMWVXV0q1N80+mmzOo1F2fJ1pBSJMWRPEaKMRh/dF8MYErtvfXcjYCDQiHmiBdbAfWRYF3k6N6YymSaumAX3trNAM57rG00mi0glYVahMoIVgxWqsjdFuain1pIszJz85xwh9edCxFq+Qst6aE3Y56XMAeAKcxiXK1LN2+cwByFmarmJKYDOK7GpDbNJVRyBU6yrE//UjMozkLToNVngX5j8R7GfUHEcNGf8/jBI97/3d/gdv+C3fCK9brgfWY/XDLFkWF/TanLOCxzIRSW8M+8OygFSIKZDot1SuCC0J1YfICbS0dotGaCo+BswTmlgus9VwSLdh5Tw+81UKIiRmPwYmhaQ98bwj30XcpEKSOSV0gUZLSI9WA6ohUShSIJsYViEtZKXUzssngVU7AuYb3l9FmHEVg1DW3v2Zw22GAwwRBLIpXMEHW3nSl10rY1u8NhoqOYojv9DMkYigPTqljZBkPxltwZhkuIVl11Qw7YrkFkIk4Oa1pcsaq7CXrMS1sAiMb0FKTcBSZmLug1A4N5Qlw+Yv6XLJOGin8HbLrGMml1au9YrRr2u4HL6zdYOceZiOkanG2XneAMD++0ucjjEZNyd5AKWIspRbNdRHVPSqfbuwv1/Pp5okTj0cboDqyg9V7gKLsEc2A8zKECsmbvWFLMGhXJ9eiNZRauzgAqVJCba4VrqdfOWoefKeBaPbzMX2AKWTJTSXruNRSldXVivTSqkVoZZXuUkXI4E/DuMCWJQEmHcOmy4OU6aTpZaiN5bxegiTU6ZiWxjd8nmTfQfIdsJ9r1SGMdjfNs1i1t8JS8B67IedCxV9mzA2ac9TZKV1u0XsvNbuJmes318H2uh+/y4EzoGmi8xdoJfCSWK3bTJfvYso8t601H2wa6tlPdQfa0byZ4LQsGOLZeP9aZHDwz5irUB0bk7mvN8jmHYaOhtWNwPi9jSybZvTDR/XDBYW21y6Kz/D5+jZglDGGOUIrAUgNNgEVoA5oR2QbN5pneEM0W10fERt1EYTFi2e8ngoXTlSdYSwiWSOE2T5gw4Zxh363p1ic8e+8b7G6uePX8+5yfnLJZbYhF69Fs33zCtN2RbgpiYQiG9cqz7s51fDCxTTVU3Rq8dRA8UxnZ3ezpCQRrMdajPVQ3usM+alZLsVAK3lvGYaehoWKQcndcr/qevqnOzJXNz7kwDCMxJqYpa6kMYwjFq8C31pqaawalNBs9aiFYBVaWUmCaooaEnT2AkxoqXszTKtDMWWtPzRt1EYgp6TjMyhbGmMm5kNIhISDlpDqgPGFsIoQDqJk7RSmfz/b/fvuSABRDG1zNjBC8lrohOmoBr8DZ6Tnf+Imf5HZ3xnb3kDy9Iec9wQRimMipJ48jfX9LHJXKy6K6qFiLwi1sRxFM1mydeR0pWcFmCMoqNI0leIt37i3RZBGFCMc7fEMF6abuTGooRWpNE607d3eyaDpPa3wNH+miBYLYGfkW1b64uuOoE7r1BhucMk1eM1QsFnfSYDH0TaBpHG1b4zoWpC5IWRy2GOYteDY1XCVKAypqPtI/GOaS0dhikCDYCDjV5ThncMHiGo8rHjMFrFhs8ZgiuEYwRs/r+GoZC0a0tsmMM+7vTvQ6zSkcuvObd2L3sYI3BWsT56eW1jmsM3R9y9e+9lVurq/50EWEQDEZa+ciihWEmJnh0HtaN/MsKa1yYOZkXsiP5/56fPPfh1TfuwcpM7Kdd0bW4GoKsVq36yWYi9PNnyuYSs9rHy4UYlE2TYk9OeprVQBbf6iLl8wXWY6yWIpgi4ZCFgBRY9TG6DnP2iVBNNY9X48ipDEpU+C1lECw/i2gV4p+pmq9aurrsgArqyhFSK6Qk8F6FRDrPc7sx5EkI2mMZElMCQiCpZCSYI0AI8JALmO9c1X4fcRyLTevMkMxR7bDNdf7T4j5BmunI1p9OXoggrkly0gsgVjWmNJiS8bisNaTzXGNcjRNs9Lx9wHK523za49DPcemYAvze3ck3Hl+CflQBdjz8dX7q2yvZiIdX6IZnBx/79K978xhd8/HGEMhMZYrnDV0bVfT1jOz6DumBBamAmSDzVbxqngdjSLc3t4SM3SrW6ZppHjDWBJ23JOHQUXIWcg4rGPR0hnnEe/R4qIWU+o8mpxq8iqz1bSB0GiIp8RySJ3mWCdStDQKorbyFK21dm+TqQyIqVkwykaI6LztPLhSJ5QyF61VppEKOOXoflirdaSsNeRUKrDXCu+2AlvdwFVdZmXkxeraEqN+d86Rkm1NCCm1NIatKej6Pu/NAqSLsZCVyZEFmBw29XOf+XHalwKgeGdZt55hykyxEGpIZAhgakzz6eP3+D3/+v+N7e012+01P/j2r3Jz9RLWWjip8bd4uebN6Q/Z3t6Syy2xwD4KYxRSOuSjSxFKVgW+cQbrKvrM0HQG7y39ShmPxjmyEQ0ZzBT1wqDMk0DNHBKjufoeUl30cs0ciLEuCkszrE4actcSAlij6XW6eOtAh6KhIQ++8Rgn2CC4xhHaQNNYmmDw1eOj2TR4a1k1AWdUy6OLjGCxZAvGBrKoXN0gxFr9N2ep3gVCzkZByyJcWTblSCNIyhgvGA++MfjiaNYNyba43ONF8AKmGEIQjH0DpONTVyGmPdCS8DY+WfQodYK0czikTiilZn0hQmMSnZ/4qWeO096yHyzn5xv+H3/gX+f1yxf8b33kzXXk6jZxazKTFF0hjQYaMCquBA2pHEk6l//PXhXLxvSIDj5w5DBT5MdNq4smlIlRqtWKW4SCtqZFY5Q5oIBxKm6TCj5k9vUQoUwRI9C1zSLSnMOWxRyADkZIOSFGAYYRnfNk0WWBP1qdpGSsCN5a4lwRVVTb5UKo52jJSRjSSOsDvrV4a2m9X1jF+bJJPM5iUAB8oNBrCHSsx1HBiQszg5a42Q2MeWCfE2IKWMi9YFaCHTIpQ/BbvDVEbpV5Sb4yRrVf1Q4zg6ciiX2+5fXtc15cfZvQXBKaSetboeEuqfcRG8FFMoaYDUM6I9uOYjU92wdPvFuinJwzKc4eOHcn988DUpaNcV1APhWczKGEd4CgO+FTc+jJ+gFVi1LDCnOoZwYqd9jMewDFzGGGo+Ocr7ExlszIbf6I0/CIdXhMHg2So+74gWGaSE7YxkRymTIJOXugwdEhJfPi1YcEfwNxhe0sduPYxZFhv6eMEyVlhmTBBHxbmcbgMY0nB49JRhntlBSkTFqPzbWW0DSsTnv6rqULgd1uJGfBBg0NSckYNAw1B4mSJLJk2qbB+7sMSsqZSfLBk6ReGFslAY3xxJQhFZyvQsZa/M+5sLBfxhiaxnNysqbrWm6urrVQnyQsOr6smTczh6rMuvnUbK6SE0gixoHgM1hPnjI5C7gVUoWe1lp845YwpPGRlHQzUCoLNLdFSPtjuiN/KQCKtYbQGFI25KygoPEGenBiiOOW66uXfPT97/Do0ROe/sRPQxx402+43b4hpkhwp2zCA3p3zqvXr3j18hNMm8AWhFsGE9kzHO2EZ0GhUwSahDLTXtYSvKLaGDWso5Mpy2DGaBjHO0fb+GV1y1knc6mUnE4gClByPpokDNCAcWC7jOugOSmYgIZFQgFf8K12dteAsQpQQis0LQpOvMWbWQCrA4vqK+HqpODEYiRjMRTdGuOMZjI4Q32zYIPqbYpVgJKLUu3K6ujCbRplUkILpkBuLQVHu2ooNjNJjxen6XgJvM8Yc3V02qZOVocUN2tMZRfe0Y6zY4xhUfuKZnZYk3Fm4mwlXPQNTx9ZTnq4vCycn2344CvPOFsFyu4NH334nI/5hFC27IuwzWeU4jFWzzHX1HMlG2adxNyOFgWZMygOz939/VbACOe1EjJmzuyo11Vs1YkYqEzTnDrqRHdcUrPb5gy3WYdkDfjKaqRUQzJGDctUgFhR8oyb6iVUvk3PceUCjXd0TQNGP2eKkZthT8nV42V+YwVMhqpdqkCtpEJiYsqG4ssi/FLCYgbA80RXw2Ci7Ogc3pvZoZwNNhas1ywwm8/xJdDSENPAPt6Sph3b3Zbz05ZVH9j0EexIlFuyWExe1/s0byoMYjKFzJguSWVgX96wn64QrjAmYo1616RSatVoNS00BoIzrEMVQ7OFNDFmZVxc0zKNCtrmVuZU0Xshmvk5yrygH/rTLJI9ZOQcUrOPwQkcQGo+DrccD5kjkHJ3DM33RRmVGb7N92OZ25j1csceNTXTZcay3C2CWCSzSzeMcUBGz5AnSFeYGLFSGPOIdZ71Zo01BWsjzjqC95SUGHcjOdZPLp4YhZefvMB1FrezBGM0qzCrKVq3OdXMnGlH4wPrfq3VqVGTN4Bd2UMuhFxwWBgyXgynYYVF03ZT0ZCmpIhxjs3JGsSoONaU+qMsbsqCu3ctZ8uAaVIfmpjmzKq5P5eZrMZbj3cHs8hSoDhPaBr69YrQBB6crum7wEtbGPdbSh404aNXlkaN14SShPWqIwSnTJAIo8v4xtOvG84vHnJyesaryx27feR6l5cUZ0Rq+CnWe6cgV0NHh/VxHkOlHGnbvmD7kgCUgzDWGkNjHW3dTVEMcb9je3PJyw9/yHtP3uODr3yd/c01wbWUD4VoJ057z/mqcHH6mI82azpvmZiYJDFGg5Q9xgzLd1a2Vy98MZSaeDLT7d5bjdlNSc2xvO40jK2sGxVYeUvfepIUolS0KrCIyeomP8Yaej9u6qyD7QquN4RNwQTBNEVDKE59A6w9ABTjhdAoSPEOdURE9MdJ3ZEn5lRVIzVEUkwVPqLgSh+qmSA6YWrqnSFXgOJKZZZEKt0JpnHKFLW6S0lHACXbQiM9XgJOGmQqeJeqCr62eYeGamjmxYm3lnSYgwFSr+PMeGBMzZgpGMl4M3C6gifngUcXDZvekmLkdNPz3tNHnK08ZfcKpmumm4jEHS4Xhv0JZV6/jWp+lKBxdTEyyzHr0RxJ2OYBe3/gznTxvdOZjZfm2NCBjVFNicaYZ3Ga6pxm4DQ7wS5MjcweLureOotY5x2Scw3eB6QyICAHcGI0BdMbi7OWlQu0PnC6Wms2wzSxM3uG/Z5URCuCV52KOqCqC6o5JB5o1k+JmCjI+riTzxPcYSem8fC6NIqyhTmrkJAiKv426h5tDBg5xdMjbMj5lrj7hGQnop3U7M4Y2mAxLhJlh8kBprJMrLMwPTGRZeRq/JgktwzyCVkGMDul/o1jTnd1SmQxV58OzkAoeFMY8p6UR2JKFBwuZaYxAIdSIHMasJW7i/gczlzEkOVos/TWDvWufuX498KizWG7GZDc73bzH/P4WfrrXUZJHzYHdpADKFoAyvxxM2g+Gh6g4tMhb5nSiETHmBMx3RCywWMZSyR46NYrTEnYkvHOEVxA0kAcBnKctUKelIU3t6+V9RgsXfAEr4yBc56TVY81lmHMtE3H+eqM62HPOOyY/X5GycoqZKGIRYZMF1r60BFLIS1mi5lcIsG1nKxXDPuJYTfigmD9fKJqAZHvjWv1KdH7knJhGNRvamapNJRbN72VtfBel+1pivp3aNicnHB6dsbjsxWrziHblwxWPbG8E05WlmGM3ORRr23OrL2G87teN1WjKYQW+pOGx4/POX/8Hs5dcnkzsJuuyCVjbSGnRIxpMWeb/YhM1TjdzzB7O/X587cvBUApCImsNHTNngnG0fuOxracnTzmKw82PGlHLtrMpoVv/NRP8eT9r9C1Dddv3vDR979LTBEpiZW3PL644P1vfIPTBw8QC9fXN/y9//f/h9cvX/PhDz9aNuSlWr6bne4299uIsxZnjYqxdhNNDwHdJejOvYYmshBNZj9OSFX3O6+siKm2/d77uvEvd+lvwHQVkJ17wsrgzzO2AdsKzuui5YzumBUgqU+L95YmQHAF78DWbByJOudla9U7xYMhYxB8vc5iwKHZLL66l+YCSczB3CrpueUaBgouk6XahLeasRM2DpzFRdUN2OxxLmBpMMlD1jRmsXKHC54Jm+PpeNnlvhOl13RIOw+gynCUjCuJlZ04c1u+/mDFTzxb03jNcu5WPavNKU3fACseP3vEm0++z6sWTNizyZExbtilnlHWKlQ1ZdkHa4inao1gmZTLAlOOsMk8qR+d41sLhXFgvOo5jN4b67ymAtaslWlK5BxxQUM/MxBKKaIZMvX8nSMs1v1OWQnrNDRh9P4no1+JMwTXKIVsGk66DY9OH/Fgc8rZekNrDM5A65XF2u33XN7c4LPhcrfjquwZjRCNgltldJxOwHXiLxj208RQJvLFIaPFGmX5pAg2gxS7mKgdh3nM8a60LpIlKUDxrsOYls6uWbVnrO1Drqczrsaeabjm1gx0jUHCiDVXmGQouwfqc1RQDxiTeT18nyFfk8IPsS7Rr+Y0vlkDpuzp7LuklvQHnUwIFmehrUzLdkpMWbjdR9L0DhoDqm8NSzroou047iiVBVk0IqYKyK0FTAXQcnh5vbDq/2g+e9m4ByLmL11CX7PvTmXEZsCshzHrHZbD0mOUWZll7vKEYsjJU3KgFF9TVBuMU1a3cZZgLDFnqMChlAbEYtuAWwnTtMcYy9MnXyOXzOvXL8gykcrA9U4oWVj3KxovvH7+Q3zT0F2cEL3lskxs08h+GjE4GhwPLp6Rc+b64xfV5i0TxeLEMdakgVw1VklApsLt9U6ZdDFMQ1LwkmYB7Ajt3QuqTvOGUiwiFmu99hljDxvgeiu8sRwgvmovm+DBrKBkbi9fk69fEExif3MJkjg7fUDbNJxs1lxeXXGz3SEyQUmEcErbNZydnYAUdiYqUzhd8fqF4frmitdXE9sh8/rVLTEJvukrqPI1rCcaMnJzaPMQMsxldmT+lzyLZ6HM0d28tbq7a6yn8w2nqxUnXcMmCJ3NeAonJyc0qzWbk1OmvboWpjQhZII1bFYrvvLeV3n61Q/o1z1X19f86q/871AMH3/8/A4q1Hisw+IpRSd+57QTxVRwRS+0oS6mRzFgVWGjlITTyd7aw4TkFWEg9we0oS5SBtcZXAe2LZgGbAcuVEap6CJpndSJ0uCdwVt111R/GAsFpknZIGtRBqCxdaubNbRiwNfjCDXNOBkFU9pZK9Cpoq2SVQhrrWgmkS1qlY5a59sMpjGaVtuoSt/GWiwGo2vy/WyWunofghVH87R5G6SY4/fMVHeNnzsyrUlsQuS8h4u1Zz9lUhZ8CPjQYJxV2nPV0XaBEBx9jjiT6dxIEseYldY90OWzV2z9W+Z/z6mAR0GdeyCFmZF510mjuh41f3IKuFxdZqTogp8KPqh3AYbFSr7yLMylADwOXxdTsaWGE2ZmSkN5szbFWYczjt6tOF2d8eziKU8uHvDo7BxXElYKlkTOia1vsGK46m/JxRCToRDRRPfqHGosc96uiu/UUl5SeUsIHuYUYlMp7cU0712hiePrqT3D4RfPh+CEYFfEMrCbdpS0Z5r2xJRxNtG4AcqApAjFIsUhJZFN5Hb/hn15g7GXNE5wXgXlppg7/WsBJ8Yc7prRxWQxjMSQRLUYmrb5dnhSqj5NKrhmDokcJpE6J1RGbO40s7uusXf71hHqNUejZx47cqczHnW7+aFZv3IXUyxz0oFsOfTVJUJk5Ojf97PZDocoxSKzfq1YSnELSHNGS3BIyZWCXg4MYx3WO0pUcNatVlqPJxjVxKVEjCqK7nwhS2E/3RJSS//glAJMFXDMLJ0YaJteQyymag9RgXkWIYlqF2ewpgLRwjTEeoUtORVizKrtLlVb5PId3KcARRbgPc931h4cZ2cWwlb/kuVWKyqmCZYUR+I4InmHKxMlT3hnCM2Kpm0I7QrnthpuKQkpsSaQeNquB8nEwauWME8Mu2tkmNjvCuNUmPZ7YjEYp9k4zrsjlkwZnmOiROrJ/bihnbl9KQBKKsJ+qiZrwdCuPH0XYJ8hqW164z1nmwuYJm6e/4Ct6dlnuLl6w+XVK37w0fcpeSJ4OL14wHvPHvGTX/8GX/vGz/Do6TONEQ7wT3/lV/jBD37Ibrdjv9+xXq3o+o6v/cQHnJyuuHhkkZLZXu0wZs9252mbTNsWur5aG8eoYkRRsW0SwRWDFd1hOa+8BUYX/FKq8dXRRGZQgWkIBt8DjTAyMcf4W4RgnNKHgOpgjGYOIDgBJxmL4AlINnzy3VumvUBqObtoaX/yBN9kfNCQj5l9T0SnNmMgG2ESIaJhnCxQnDItxleUj6f4jHeQUlGFea8eG2WvCvc8aojBlqA7dysE62js2/4vxxPnzBTMr3mXGEv9PFxdcAVbBnyZ6MolD9qRr2wS502it4nXtzt2k9CdrJCiAzNNe4ZxwPqe1dlTxhcfUvY3PF6vWJfE9nJFEQfpUHdG19TZqaOCkznEswzi+R/ztn8GvOaeOQVV4FpZIAti9foJc6hKCC5orSDvFgxQ0DCLpmkaAgpOztue1jmcMcSsfUusAxvUsdMaUlE2wxvP6eqM/+tP/QJfffQeP/f1f4XTrmPdNsRxR04Tw/aKOA1cd1ecnVxwcf6Y19uB17d7vvnie7y8veR23CLAqjlFsjDtRr3GKZNFF5pjeOacYbPR7AHVYFHj57O2uQLj+Tfqe2SMAnBrNGx53HG8hYv2Ab3reZUj+zGzG0ayTDSbS5wTXPMaW9Z4OeHl7g3X4xuu4ndJ5poHnadrHV3jocgCnozV2l7q8murf9EMVkQlJkU3TwbDuhO8FV7lCfJd+3NdlAvJaMq3WAWX1vpKITqWbBGp3kYOdHc2A3zHIl6oe9slUrqwLnNnPADnoxiN9jujY73Ux0z9Gj3OI5JF1BVg/jbdXVQG1gBkBcPGcejeR+O6CLKP5CExbgtFBoQ9Z6tA6Dyz4+rN9jXeWs5PNrjQYLxHiiVHgw1rsIaXr54Tp4HLl8+1vxRDt96wPlnT1PDrGK9BCv71Fu89PnjWPtCfnDPtLhninvJKMGJZ+5XOt07vXSwwjVobp+sCYoTx9haTEsKEseptMpaJiUhR8gWyFtesuykApnEi5sw4TWoPTwVxVQN4nBo+F4lcwn4VuFoKQ4yU4QpnC94K0m4wLrDNPePkGLaR6+3IfrcjjgM5RZJYsutg9Vg3RrHBTDsYriCNSNpRbneUKdO7juDapf7VLMz13t/JIBRqWKrkuhHUw7xH/n/u9qUAKCIqQJqbMQZnnE4WCPv9nu1+4HYc2Qx7pv2WfRnZJ6GkSRG5EY3zBceqX3F2ekbX1BoMWbNYHj98zJMnT3ny+AnXN9fc3AQePHjA6ckJT588Y7VqsV5vvvdC0xjWK6FfCW0nbNYBIwnJAyJC23il4EsG6g64SM0MM3WHVUWRuWb/zOcM+h6y7qKdLGlt88Ko2fCHXY8c/3ckYkJAsmF3HdndZNJeUzmGp9BiVD0OBzrCUInG2TKo7skWaF9/VxZJ56q626z3SWqPzubI0MuA9RaTwXjB4fCqxrx/x5lRykJeL5SF3Hv9YUenA6ZgJeGYaN1E3xQ2K08TlHGIOTOlQj97Ucy7AGPwTUu3PsG4QBFDG3Qn0voJsmdKAbl3OMdMykzZHoI89QwOgiZdSuRdlGiFnvYglDVodo+pi4utLIiztmZy6e5Vx4EWC+x8S+M8p11P6zzeGKacycZoiYE5M0CEUVQ4u2p7TtenPH34jCcPn/Ho4gmr4FWn5T0pTVgpRB+0XkyTML7FNhO+m7ictnqfRV0xg9NQVXZOBeGlYL3Hckh9hJlBrEBrSXBQb19bDtczz6wd82QolbFgqWY8X20Vl3q8W3E79kypI6UJ5wpFItZM4HYIlpwDQ7rldroksUfchHcB7zSMTAWAs0ZDTbuOmLql+ylFcdwtXWUwvROcvXuzdZ8+Z6fJogNTizq79KdDz6hi7JrFBbKkiM/gxNS5QF9Xaip4Rb4LcL4LilnAiYHDu/VpM4cxK2ZClOE4ngtmNqWyQciRwF3uCnfnwxepc159q2ougjLkuTDFUVM053M1B4aBKpoex4EUVYRsa6fwriX4FlJBStHNjzE0MeJLxuaENAKNAckUU+iMhtXLXPsIQ67HVyo4LUUZljndvRRlTBSPJIqZtyjwrlVa5/Z8CIMcqCgW3dad/nT4DGVUBGdULxOnAeuNFnWtqFGmjI2ZYYrs97o2SUkYKcSYGKfIbkgYYxhTNdcsmo0nJeNNprWZxun9zbOOj0M/P7Bocuf33Pd4+7Q/d/tSABRlGATJlXGYHCZ4zteBccj8xre+zZvXO/ZT4BeKoe07Xl1dsh9Hggmcrlq+8v4znHOcnp3x6NETnjx5CiXx4off5fvf/g4ihr7v+cbXPuDf/rf/CK9fv+H5ixf8zE//LM+evc9+t2M/7Pj13/jfGKcRQ8f5meHhA0vXq6/Ig9Mtw37k5ctLRITVqmUY9ry5esPt9Q231zcMt4bUGPxKba5vB51ADMo8HJowTjsGsZyaE50YnRxlQKhJ3dyZ5nemulM3VrUzTgSyIw+GFz/cc/li5OUPE8/eP2cdznn0lYbwlY5iNPy1uHQa6qRXsCZjJWOdxmMN8+xVO7wRSqoTa5xdDT2pOIYxMUyZcUog0IVG4/neEFKgs/me9qZOwFSlO3ZBAUvMVqS6p6rlM1Tn1BixJBq5pXMDD7odjx50PPvqBe26ZQqe25LZ5sSzrmHVtRhEswXaNWcPnyAm8OrymjQWTtpCx8B7+Q1XQ8dH12fM9O7BC4UKPOQd4OT4tOZY7QxS7jJBzni8bWha3bFNcU/JmTRNiHE4q547zqqY9hDK0rTb1rV0vuNic8Km63ncr+nmImIi3KZIQQXL17c7dvuBq51S7N/46jd4+vg9fuHn/nXOVuecnzzC1Vc3tsGXRNN05BRpVxtiimzGkYdimbCcPDjnk+vX/LNf/zVubm9JScEKLZSSyMXSNi1NaPDhUPHUGMG7vACU2fXUu9oDZvNEDgSUZijNAEW1H6YCFUCXW2MxxhOvL/BDZjvu2aeBaTWB2+JWLxj3V+yH1zzffYeXN59wcj7SNobWO1rvNUtQLMWxuOXaOcPC2WXXuEQ85lTcel+9UfbzwTkkC1wdOkQuSW0NZnCGw2FmWYkeP8oQOZnvWln6+QxJZoDiUL8XX6pfRr13djbYQMftnYVEBMEiJpCxRHH1swVT9QZzDzVU8zoDBU/BIbbW1KqZAWK0hEIwDTPYub4+MEfGGFwTIEUmhLZr6fqW00ennKwapvENKQ7KdrWZJAOpeEqKIAlDomSt/Bt3Ge8Dj5/9FDlHYhpxvsP5ht3+BsmJn3x0zsbCk3GPDJkUJ4r3iPOcbxpCG7i4WOOMY7oZGKbC1T5zkwr7KS+s5e12jzHC+rSnlMy4H4h5Yhy3GO8x3mFtowU1fcYGe+c6H2eLHTs1c+9nMVUTzb6yxtA1AWeFxhUuXyU+eXNJ37c0wZOZFFBdbykpMt5e0jLQ252G9z28ef2Sy5sdr26K6khyIthI6wYaY2ms5eHpRkN0t46heHbOqQt4PgAU9Uma16kZqB6g7THu+qLtSwFQ6lKkC1+CNBViKGSvaVr7IXKzG3h9c8N2GJhyUuYkT/gQ6JrAo4cPMdbSdR3eWeI06rBzkd1WqzI205Y0DTx6+JCTzSlPn77Ho0dP2GxOefPmDW/eXPL8+SeM46hxZ6eMTNtq6fRx1HzxOYW3a3u817o3wWotk8KIpr/OmQ910ToyvZmbmMMEQ929Uan9Yy3dgc/V5zKCqR4XurCrQCtHwzTC9jpz3UZefTjS9LC+aLGdGrzB4bMNqkkpYvDM86uhVhevdYaEVMMeGci1JklMhhghZtQ0qegOz1X9kHUqRnP3t56wUBJLNsP8d10oNM5doFZfnU2+rGQsGctAsBPrlaHr1EMkU5hyZkqZmLTwlXWGlEZSiozjqKEQUHYg9EzTlkJk5QMpGDqbSDiSMO8jD4d8pDuaD/nwHMvkv7Dun9nf53nrED4q9fML/P/I+5MfW7Y8rxf8rM6a3Xh3zrn3xI2OzIQH1KuqRAKBmCUiByQDRCcEYoBAglEiJCYICSQYgQQTGgn+AZgiAUJIqcqUqHrwKDLzUQk8IJvo7o17em92Z2arrcFv2d7bz7kJEfEKqRTPrjw8/Lj79m1my9b6re/v25yIihmctiybBevFmqvlJU/Wl6y7BRfG4bTI3LOCS6XqgmS47/fsDwe6bUMumec3H/P06inLbk3bLGTCFVqw8KByNTbTljZFtI0U7QgoXFE8ubrBWMeryzdY5bi9f6i7Tlm8stJilGXNB/d65i9oPbcllBDKC6divF6VmfsE50hKqdbzp4EjbRfobE9wa/ajIyHPplEB3EjWkagntBtpuoi1AvEbLcCgtCuYo0beQxfnu8TZ/yunoVthNgU0JmPM4xs+tzNy5RjMz74kJStQ0ppVCiyxFijCEyuVi1fUrPktYkJY5LMqpf6s8M9KycLrqO9vNnbLOR8Li4hBl0rQRgBnKk+JuSBE1F25iLovcXofRW4gWluMsrVA1B8gKBlQxtB0neTlpIwfRsYSaYiikDK28jPqaFcFVQNZTbUQUIsGY6z8zWJE1amhUZm+MehcWOdMlzPRj5DFMkKpjNYZ46MgQqOQbvM4UmKBWGhKYWUgak3CEoeJVMSDivr+da4GgMVQ0uk+GGcxbmYjPn6gpf3OUWk4Fynl9CPHuSPn03xvtKgti9JEDEU7MI4SY/35CElUT65RLLu+FumZrY8kP1D0DmsNrQVjC1gJ/DPWShyEBjPEMyH8GXpSn6VZdTTPZccRfrZW/CDHD0WBopXCKk0KhTAUhn3EqcDSWMYpsz9EUAc+v73j7rBniAFSwOaAtYq27fhNP/ZjpJQYJ0+Igdt3b3D9GmMbttsdIURimHBtx1eeP+f65iOePf8yDw9bNtsN/6//5f/Jr33jV/mlX/ol/DTJAqs11lickwdmsexxztG2LV3bseiWNG1Dt+y4ffuW27fvePPuJYdxLyRbLZNVioWYTpLB+VBHM4lTuBkVRam/Xlnf1CocYq1wM4VcZAHJWEoxxGDwg+bhbaIMnl9TD6AvWV62LJ4pGlsDpo5w8czelzaRUWKnlrWkF1OqvZpOJCAWCEkTomOYNOMIg8/4kAkx4WrP3hkrXIpixLDt7JxLmX0cZpXKyU/kkaQyK4quctHqHdHohFUBx4bOZZ48aVguFcVEppQZk2aYAtNUcM6KbfawYZomHh4eOBwGphDQrsf1Fzy8fY0qgevrjC2JXbNklxy75GTRnd/52fub8R9qMZWPHycuxREOeu+8y3wtVDku3HOAmIR51TbZXOwlaLuG51cf8cmzL/H1L32Np5fXrLsFapwgZekfW4tZLkRBYBy3dw9st3te370i5sSPfv3HuLi45rK7wrkerbpaMBR0kaRerR0lR4y2NDnRRE8shZAzbbfkWQjsdyNv3r5lv/kvkCayMTIeKajGiDPg2c2WdU2QAaNL9Xctx+tx/JljQa7OxkGpXYr0eMfKacJcNZdY1XI7fEYMgWnyKGDR7skmEW2kWw9cd3OrQVNjo7CmLsb5hCMcIxjqH/miOvM4gRdBQFqbafTjLJ6cE5EIykDRlYg72wHMz3bGqoJTAasS7mhkWNsy+rQwOjJG5bNiJh6NGFMKpBSlDagUVjlQipg8pRigJeLwOFJJYhxZ5ewnQm7dWGApOpFp8GgShWRaijJkYzHa4owTg6/qynp+X2IB5Ryrm2vC4YA/HHiYdowmc3PToI2mcQucUxSVRdlo6ofOOLfAWYdbLMXmfZywFDo01ypzoQPLiwZHg90/kILnYdghybsNrS04XVDDSDkUQgygYHfwxKwBy8oZrltLbJdE4ziEPSEkhnFAa0fjLlDForIjpEJIhVISShf65RLXdI8X6/rF7Ar7CC05juW6DakIa4ypCkEqz8lqimkIpoNmhela0mELKWJLBCLWweWy46Pr9rjpuns4cBhHgpdNdHvdgHEo0+Lanq5tWS3EH8tuNmIZMLPrzua3OXbk8TwsCsHjpuEHJKH8UBQo5IKKIsMyTnN1uebyoiPnTMiRcYoURuy7O24fNjzsdqT9jjKN+INH2YbVxQ0gvVRnjOygtbA5VImQPeOw5TDsud/u2Wy2DKPnfrNls93x6tVLbt+9JQZPypFSNFkpUkyEGNFaE6IXPwvncNYxTRPL1ZInT56glOHq+glJJbqhZx/uSTme5WN8WIfaxuKaSswEBGKr0svzmfAItIFMYJU1ruZpPNWJXozLVM6EyfPwbsfd68K7F5Fm6eh7g2X2wuDYuui0IhZD0JqkIKNJBYaSmbKES5UkRMcYFT4phghjBF8ivkQSARIi58uRkh1xNED8oDCjnutpSZpPTT1a2EuuEvC6oDsVaHRg1WrWC8WyczROWMSpaFIxhGQJKTNOkWHwbDd7YvT4MBDzSNYe1xva0BJfWUqM5OBxauTJYkD7TJwUPhtSRVKOBcr5RzkhYgXeS1lX799qSQ1NiZRnzOQ0HObXSxVpmxtMrbIs2iUfP/mY50+e8/GTj7no13RNh7YecqlFrUF1LVpblHZcBo1TLcGPhOhplMUWIxEEReTKc/+/vjvQomRTpqB1wioLOQmTX8u/fXTzHIXjO9/9DAbFOG6qpT6kkiRF+v1lXXoSxxbNr1egiFLn9Dvzbk49ukYVXartNI3BakdjVmQV8HHCGCG3tA70hUYfDNZbsVinnLmzajhrwz3KwzkOw5PKzIeCD5lYjbfsqpH05XN+waOxnRFBP2d0i4ImoFTEqCSLr4k4lWlVFXGXTC6KNFuTl4ItEUXC5IAm41QSRZ4GFZMsZNUV1NX0bpNiRVDA1HkhIfbtsRpv5RkJVNIGNcYexwLKkBRMNLJZUefo2BHre3T9QhjJBYxtabqOtmuxcY8tXvKalEKN4qBsdUtGM8ZBWh7aoHSL0g0Lu6j7No3NA20Y6KLwKYo1olAzCqUcC5ZisFcUrunoupZw2JNiYJjE43c/ZZJSZK1EXEBG5SClYKkFsFtK2GktEDUaZcQ3JBbJQUkpkPPjJVdQhplnItwVztDWUwvoHKGQOSVlVW3rK8uowOgThUhjGqxxNGpCF1F5rpcty+VClGvBc7FWNG2iXfVY52haB0pzmGC96llcXtO5EVW8WBJQJKW+oubn43VebmYuzRElVGfn+QMcPyQFCqhYhKHtLFdXF1xdLXi42+DzxDiGusDccXf/wN12i9nuKNPA3XSPcR1NtxZyYclY62icqxruJMTW7BkOO4bRc7sZuLt7YLcfedju2e72vHz5Oe9u3xJSEFvy+qBzNpGO4wxrShLlw8MDV1dXGG25uLzg+uYKZWE/LBhebfHBH2G990TGKAWucTSN42jJWdcMQTdKDeY6Wx3f29WVWWOiZAc3T0S6JOI08XC74+514N2LkWefXGGve5rqrWLrA6WLlEUFS1SCniRkcd7mwJAKU678mZBIUeOjYgiZIRamUojEmiadUSlTYktOCT1ZFKm2aE7vemaTzWXXo6yU+iBzbItJdo7RGacCrQmse826Vyy7BmslSyShCdkQosXHzDBE9oeJ7XZHzgHvB2L2JDXhekOXWmK2pKDIYcJZzZPFgaxgiIZYFCHXiersrR93Qyhk13E+SZ8P6vfg7ywhYjELPI+a+Sxqdus/FqUpSRvDOseyW/L82XOeP33Ol26+ROM6rLZoJ+RaZRUYTXEOlEFhMcnSmw4/7Jn8QIPBFI3OuiZN67O8oJkUqSjaoq1ClYTSDpUjKidxDjaFj558CaMbVos1IUXKWO3AVSYicvYPSlE1e53IBVSzPPnsKmmkBSS+LlLcSQ7I2bWl+vQkLcqOqmyyuqG1K1LyhPgWa4CSaRpYOI3SDjPCwy5WpGh28lTH4vNDY6q5+J/HpSKEwv4gLUQorBcWo+fk3MenXJifW3Uc5+JKLH19UyJWJ5xKdKrQGrFPUIi5XMqIvDtDyQWVJ/H9SZMUKDrXiC0lJkYpY43FGIOraGzJ4rdTyBjtMDrWZnIhFNk4xTp+CxKD4LDMTqNFOSKKcESydG1Z5A9PGEFCgx8EzVCOdtnTLXvKAVQQG3e5GhmFwZoFpQRGP5CxkuyrW4zqWJgFjkLfKKwP2OAhT5TsKVaTjEFdLDGqYWUaQk4MMdG0LV27JE5iORG9JCnvPJJy7TRtAVOyFHu1qAagWcq7ixlVKkdIJ+H6xVQJtYGc3eMTV4rzSIKcT47As0OwUieC8rEdXISwq4oYXORaDI8hErOiXfc4q1iSsdrS2JbVomO5XGFNizcjVxeioGtXC5S1YBxTyBzGBG7J8uoJbb6HKKRwTZFNX1HH4nRuqZ/e81yklHp6Z+ngP8DxQ1GgaK0xzuEah9MOVRI5eLFDNgltDDknDsOW281bXt+94KurCxarBW8//S7DNPHpt3+Nvuu4ulixvrxmvVoJpD+NhGHLdDgQxwPJR0iely8+5de+8ymb7Z7d4cCrVy857Pd1YErTu86p8/8c+7uyw8p4P7LfPvDu5aek8Yo8XlIMkoCshfCYYxGDp07CB0+HwjUNsW0xJqNVFgJOgurOxtE96T3YXCGtAV132zkeyL5g7Z7VMvIjP3qBUY6uWfDRM8VFr7hqW26ajsYZrNH0zla5cj4iKVlpitbHAuVhmBhdZFU0+yZxbwNvlJg33e9GCJGsAujMYpFRMcLoST4SDhMu9tU+u5ydtTraip+QhhlqPMnf5nOFglEeqwJhvEVpT+wy3jv2QyMttBR52N+yGzwvX+0lQTRuubpYsd19XRyJdaZo0Rvdvtuw3w28frcjTBP7IdG2ifXaMPoRFQIlrUilQ+uZFDhPzHNxUj8rBSofx005u0+no7ZwSsTHiDIS1lWUIsrsT0FcYZU2WG2Ee7Jcs1pesF5c0roesV8X7sBcxM2pjsVUJAJqEGAmB0+aJsI4iMRwRkSKBERiZvYXIj8suXIfMkoFQVJykjGpCov+gjEkLi6vGXMgb17N7ijEFAglk5szcrBS0k9H1Z3bjE6cFakKkXUryPpkAlZEd1vbm6J0wNRwTOQ1YsqElPF3icEnQhJOwxAmHJqiDZNPjGOqNurV50SfiiYldaaEIiYEVanwu9YzGavw4u2Bb3++5XLtWPaWUhZnr/N4Bj9yNGqDVkTDBUvC4LGMtCbR20JnI40qNDqKmksnYkXic6pBftGLY3Jt8ehUlXu5qruKFnk2SAqfkgDRopSE3BXxsbFagdZ0VorUUN12vR8p2YMvkCLKeLquIWmNpBAJz+k0ms9bnacn22iHj5ndfmD0I3Z/R6cTjc74VN+j0jS25XLxhFgO+PiA1Q5jLLf3d+SsWKWAU9AEj989sHm4lxahhgaHU4piFmAsxhqiH4jjg7SvlCIpQ1b2qMrqtcIYS9u2qDgyDCNuocEZMZnMhZwCSmmcsiSTCGTG8YAPI870GGukQMq2Pvlni/rsxjrPATPcR20DzwGClUylq/TYh0Qu8jtd1/Pxx08rl60+xymzi4nGGdxixZA1YZvQyqL0At1FXI7otkObBtutUSGRzMRitZJYgcOOGOT8tc1kXwuUKgE4n5tnt+c5duG43s1I2w9w/FAUKEI6NdX62FByJsUAxEp80qQsRKbDuONhf8/Xrm7o+hUUCH5i8u8IiwWL1kLJdE2DHwd8yUQ/Ef1IjoEiNqlsNls+e3PHw3bH4TCy220JwR/70I8sqo/V5Bl0XyR9OPiRYfdAazWt1TTLHmMrUbT64isthlWz+dt8CJHJoZT0So/VdS6gzwik8+cspFtVxHNllh+WHCg50TSJxRK6jxcY3dK5nqurxKJNLJ1lYSV3xRjNqmkESaleDJQibqS1QIkFVFJMKqK6TKsiGssYI2NKNK5gbULrgLaFhdUUDykkxlQIU0RlRzKP2zbn9/x4Mc8q+A/g8pkoVjwxbEFNeO+YbGZ/6EjVg+Dd/YaH7Z77h5EYM6QDm+2CppU2mm2sBPIZxd3tA/vdwPbgCT4x+MiiVyizZ0qKHA25tGSaMyKnOu2Ki6iMZlTraJz139hqlIp3xZxri81yVGvUBY2qmpi5JM61ONdgbYNW9ujAWrKgS1SzMFF8VNUXcwFSICdKEt+eHIKgWlkkkfN4M7UNIfeg7pYqJK1yQpGO7QnnOpqmp+sXNIeW2VU3I/wZyns8K6VQxtYxrI+79fMCBUV1G4aszoSvdXwcE6z1TKCdvWOgkEg5MobAMEWSzRgDPkWUNpikCDETQialmeuijt4mj4qLfPr7apYDl1JRDMX91vP5mz3GLEXSXn/ykQvu2died82qVO6JKpXgHTBMuKrecDpilfBK1Ex6RahoKitUUqgsVgq2kkmVSOvISVUDNC1u0rNnyuxkyrwrTtWMT2S7xjqR7hYl6slYyCmSchD0oIAhYFSDmRVCx6d1hvveO2eQa5YlLyaECGOA3qEaQ6zEUAUYbencQvxzlJMFF8M4jqSQKIte7pOfyOPAMA44Z7HWYLLClOqNrRtpa8Z4tBMQ6ndVINX764xk/ixag88wjQFTDTClsMgyT9cCNupq5pYCwU+0fS8E4hxr4Ofj+emIwM2oHMJPOtpAzEjrvLmslbEY/CmiKTjruFivauhgIk1BsndCFg6QavEpM8ZI22icsUKoVQplG4zr6Po12kWytrR9R9M60iDjUM9k3IoYnvPo5uM8GPB7CbX8Xo4figJFerUtOYAPiXdv7tk2CmsL06GGP1mwqrDb7/j08xf8xi/9Rp70Iinud1tevXnDdNhx/67QGMXCaQ77A8M4EaeRFAIGsNrQtDLJHcaB/WHP4XCQ4D9d3SVRwkLPEpYW0qmqBOrAluTiVdtys1qwah29hug9KYBVBqcdnlBhsw/XaWMajGllEKci6/DMbdBJJrWaBGiVQpeCjqX27KlFkWHdN9hO0/74byCNljJcS/+ydbStp2k9V8sVTWmIoyfpTFCAlodXxESJ1misNoxV7qcbR3YN192CISV2PnB15bkbAle9Y7sPvLuasBg+ubhg2g5sXt7xzV/b8entoZpfmA/OW1UX27Mp79jLf0SULZlSEvvDAzFuCPu3lDTy+m3EGU3fteSchAA9jcQwsewczmreJbjd3vGdz19ScKA6kSqaFlPEwl+5jqwMw2gwU+blzhPTnpRH1KpBdQ6rW0z1tJmtoKkKC6Vr4TgvopVDU8vZ8zPGNAabLcUG0NSgNy3tSdfibEOpvW6t5Jrdb7a0quPFy9dwo1iYBY2bsFpD9FAySRUwhhJbWQyzQaWAKonlsqNxMIWJ4bDl3dtXdKsrVrZBY8U4rLZ8Tu9XHVuHpULBeR6/yqFNQ7tY4HYtWQlHbEpT9QLS5LMsHuM0qycit0/55DJb62HUTNWeoUpVKI/JPBhTW4EVeg45s90Jsf3b3/2MN3e3/O/f+jWmcOD5J4knVw1Pr1tKUcSU2O09273kozir67MjZRW6YAzEdHr9o4qGgs6GGBPjFHh9u+PzN1t+9CsX3FwuMJVk60MixsckWbmW5rhYyZKZ0Hic9rTKs+os61ZjU0LlSI7j/CRAUSJLnheJauJmVKUZ56NREcq0GNMeizdbHUK1MVWzk9FGpN26Ohc3jRBWtXOkFLA2E6YDfjwAI6SECjsK4CpyF0qE6uFyJLm/t7gdhi0pFTpa9oeR/WFLWTSE1tAkeS5jaGjMxGE7YK1l5Z7ydrpn2G7otMJ0DU/aFh09b+7fQCVpN07k903bYKzlsN/hXMPV1Y2cFwalLEpZtG0lyDR5dIHOObSV4j8rS6Il0KBpsCXQlkxqlxQMU3AEJiY8NB1Oa6aiGGJkHLasu8zXn5w9LpLSKuojXYt8xJBQJPOzF8pJUj/LeKeUUSkxThGtEhe9JUVpKb2433E4TDw8bGgbR8kaowQxn2NQ9vs9KPiRm69y/eQJv+W3/F/E/yiMmDxRwoQ/jEz7CYVFKxFWpCyKslzR1HO5MWdz8f8vipQfigJF1CRabHxTYRgSMUDjNH4SLohSQjEbx8D9w47DGJhSoW0acttiK9yacyKGiWnYM40D0+il96xmq+ozYlytGhSI6kMpXN39GK0lSjsq8JFZsQGnXZg1GmcNjbVYrY6mOwCNsaR591gn+Jwfr9QzFDy7Wc5dhFKtk6kSZYVCl5NVffWZxClLowy9a3DKoK8caTKktsVaS9OJzl5raarHqTBlIYUZHaQgaSwa2ZXoeVJMiZIzphrja2Prg6aYKChTmK46Fs5ig0FnuHCFg06MxQtBL8+5Re9XJ8eTP07g8zU93pcyS40BhDyaUiFmQ86G5KVIG6KgATkpSjSQHH3fCAqUAyknhv2BXBoKBdcYrG1orcEaRdcuKdoSjCEW4dfMBk6uwCyGPKIU8wIib7+CAO/voL+ATqY4urvOPbra4ECrGiDm3DHzA4QrMHnPYRx42Gy4aNdMFxOqWLCaEiZKFuIjRsa1KhqVDRYJqnPOonBMPhDjxH7/QNYat1xhS4dV7XER1HXHWdQM69YIyqJP3IyK+ChjwKhqRpZJOdYJ+THsr42iWcrimc74HdQevJrhqXrBzrqp9ZPs/kvO+CkQUuLgPbe7De/ubvn07Wtev33L67t7Yp7o15am0YxTJltFcUpaPFM65uocy+JzLJ1TgaJm8rASR80QM/shME6SVGuNpmuk+ChF3EhT/nAMyPnNY7tyT7S0cs38oQ0qiWWALA6lGvnNw6QckSTqbh8preRvoEWSVBUkSsExWMjMo1cJMGeUGELOPi9VhooCYy05aYwuYvCFguQpasJYGWNqxgCPKcg82nEJB8VTCjS2RZVqTplybVWlatZX2x4ho0xDaxuM3qOVorUWqwy2FEpKxBQwnNxO9RGZghTDESWS5+txkT3PH0fDvFyIWdrYWOFrgcJpS1KFSRtS0cSSiUdFnfjtZBS5iFIxpvxeu0Px/t0vj8bwjBKffb9+zpUIUnKi0eJDJbtUsdEIYWKcAqUoJh9wRuG0JBmTMpOPct5K12To6lCcNSkE/HQg+Inoa0jbjJ7Usf5+gSLvvXxQnPwfsbv/4ShQpKPBNETCEBhHRX1OpaLMWRaoCK9ebtluIl999m2mqfAbbjpau8SPVyitaNqGFCNv3rxmexiZfKRpO7q+IRaNHz3DNJBSwhnD1WrBum9k520MC2uwWtM4x+gD28PAu82e+/3AGAIpZ5zRWK1ZN5beCVGucsi47MUbBQ3bYeDuYSepkVFC+M7OWnaoWVGitFmMrYtgKWQN6IK2BlMsrTY4rVk0zbGnvWhaFk3D1aKnMYbtuGdSkXcPGxIGRUMIkZIi0z6ilcabQFGZojyLruVLT665WDiulh3ZZBKR7X6L95GsGlDVqMgaFs7wrFFcGMWzL1/jo+b1cuTh7T3/5d/+PPev73nxrVfc7q+J4xXGpJN843jWZ10yVYu0LxgT4iwp0kDXXWKbBYvlc2BOcZXFRCuLUk7aEmQaM4mSyN9CHDHpFqs7tLtmsXpOt/oIW23mtTUUpbg4azuUur03xqG1Fbj4fJ2AWp3UW3WWSCsPdTl2Lx6djy6SUG2NTGmVya8ymKJolGIsiZw9URlIiH/PlPgvkyaNgZVrublYsuwc425Dih6fPMZautX6eC2UbTHW0bUt2WmGYcfkt3z2nXd0i0seNq9ZXz1ldXHDor/G2R7T9DLZaTtfYWaFWMriIDslCQQMOhKM+BTFnAg5oLXBmcetUd22LL7+CUbX3VmtQB4jTOo0Y88LMVVGnxKvX79gt9vz6YtPud9s+fzlGz5/+YrPPn/Bm9tb9sMB7RzGKOLnge0hsVw0XKwari5a3txP3N6PrJeavLDEXEgZdJq5RIpUxP58btcYZKeqUuZhP/HtF1sOY2LROFYLx2rp0DWFebNP7IfE+U0XlYYoJTSFohLaJNqmYFKGGMhBUsNlsYFpFI5C03fHzC2xZE6i6EFRjBNeSeUd6aLEz2NeAxUUpzFGH4sWKCgj8QmzR0cxtjqKWrIGbVts9tAYUsjk6BkP9yQ9YdsbUI6pZITGyxFdOz9SzOzebdDO0T5b0yx6Lp1h2Wm6RrFey6ZgGCzWGMiKzq64WT3jyRNDbHvsoaB85HB7R4kTrZ3lzFKYpVLwwaOiFGtFKUL05JLRVsirJQp6qGqKdsqZ3bRH1dTgrm1ZXF1jVUGrzEcXlwxoPisjIUzsJwnVC6FgcsYUhW2FfjCpBsNjkuw8mlO1CpgLsBjzBwv9vMWZSahzorlGEaaBFO4o4UAOE2kcKCEKN6pAVhZlLW1rxEqjFoOqFPzujrt04Jd2bwnBs9/vWbTQtdD4CVLCD4rgDdErQiXoznPe/B5nW/73i5NTS/b7P34oCpRCqWZDGaWLJIcaJfkiM/mrQE6FGCI+TNxu3rG6a3i6eEZnNX3fgpLwpJgyU5BdnWydakZIJTGGEMg5Y7Wm7VqMamkbKUz66n/ijBQeMSW6xtN6MRrSSlo7zogrZWNMzXiQXYSqzpC2GpZJL7umZj66yRVmJtNai7GaxplqSlVIoZBDIQX5Wi0cyhhKsMQUxbm1NeRGo/YeqxW3L3YMh8Dta49xhm7VoYrsprMXWaq7dGgHppVN1pQKIReiUoIkKwgRhjFzd/9AjBCCpu87VhdLlMsoqwjDxOQL+9cPPLx6y6tvf8rDuy13r28ZaYHLs1bOFx/qbI2C95+BGakQjwNq4J1CS1dCgVIJRS1QZpxDTUBAFUkANu6A0j2mWaKbBbrpmSWTxWiosGlBWg9SPMxupXML6rQlOkc9z5NKzyCVY8vnw3FeBVvzopwFLSspk5NYU0vPWtfdX64TlOxgjRGomJJJ0Yt7Zgqi/okRjEYbkewyc6kwWGdIWaNUIoQDm/u3+BDY7/asLz1du6JbX6KtQ9l6LUsip0CJgcl7Qozshi27YcNu3Iv6Qs1tEvFzsOY9xr/SFNNStPhenEMkpSJJMw/8eIEqYXgYDgzjwLc++y7393d8+u3vsNntePXmljfvbnl3f8/oJ1IWfxVQTFNmd0i8fucZp0KI8O7e87ANWOtwrpBiIdsirTElVgIxZTFg1IIR5aJQWThm+0NmuyukpGhbd8rnqfd/tk3/4EbPQTdQAzcFES5ZkIahJIrXtEr+pk9VWZT1sb0z05IEy1MU7UQrVeXRWc9Ex3R8YkpJmFIE+6x8JjF+qQZjCjLifyRJ7okYMzmVOu4E+o/Bk5TGlczRBr8waxs/KMCVUhLO6Vzl1YkU2LpSW0xSoMy8HzUXS5UL4pSm0QWlNTGJVYE1cytrvsaymGotBFKdMrFaORyf1Ir0oQ0YmWNjCiJJty3FdmTTkfNESYlQEr4k9uMen0R+XXImxyL8rZwoarZxqAqwx2d+vBgz4isIxaldUk/66I9yjiTKKxTISQoTP5LjBLl63miFc4aua+gaQ9uKLYUx4GxVc6lIjrDZePEDGg/S6s0aSkTlTC7CeRP/rMqtPxJ5OY5nOBUqwBFl+UGP77tA+Vf/6l/xt/7W3+IXfuEXePHiBf/kn/wT/uAf/IOALNx/5a/8Ff7Fv/gXfOMb3+Dy8pKf/Mmf5G/+zb/JJ598cnyN29tb/vyf//P8s3/2z9Ba80f+yB/h7/ydv8NqtfqBTqLUnaPWCdfC9XWtFPeJaUwM21RVCZnUBFLKfOvlL/PgX7Bo/meeri/56tUTlNKEJPbFh2lCmQZrxZ2vlILSlgwchpGcEp0zPLlYseo7yTegYKu9b0b4H0qDr60ErSDERKehMYqLvqFtnPQ4tZJFJo4UhJRmmJnQqhL1Ht/olDwQeHKxpHWKRVuwSmOV5u7NwO7es9sEply4fN6jjMXnwn4XuLvd0rUDTSM7kpIL3/nGKw77wHaTsc7RLxe0rqFzDbuHB2L0/Ibf+gmrq5ar5y3OOYaYaXNhUc/botmPhtu7zL/919/k4X7g3euRj5494Ud+w1d5/qU11zcLXnz2kvv7Db/yy9/kzcuX/OL/8r8yDoHxkGmvLuguvywBf8WcouSZy4j56ZxXqC9q9czfVxjTo2oeh9bmCE0rlepu7ty6WyBSrQvYPU3yKLNAt08x/QW4TmBepMUku+Yg72BW4ZRaPRzfBxVFUWeT0OnjiKioSpedi5BHY5zTwgXCOUqZEjNRQ1SFnD2FWGF6eQltNV3XsFh2rNcLWiskzhgngh8pScaaChGrHc6KskEbU3dHsOh7rNGkNLE77Hnx2WtGDz7Cx5/8GKvLG55+8jVc1+P6rsaxK0gRUuAwHBj9xHfvXnC3v+fzt59xt7slKY920FrxBXKmZl/VI6PxuZd4y5xO7ZtjZ0fV88x1xpzdgxWfvfour1+/5l/8y/8Hr1694PXrF0yTZzdMdWdcWC4WLBdLyVEpMIwBHyLjtGW5MFysHA8bsSnQeoXWhmkSNUsp6ujhMk6RwxjkstfXyhlCSLy9D7x4DW3juFxb2UQckbJCDILunh9qDrqp49zoQuMU61XD3hc2D1sOIULK3Fxf0DSOmMXHJHpBSotRGFOwWsiQQrE15FIYs5exYTQhBkIMzJkpjSqYoml1pjENi8USpS1odySSShsgE2q2i59GDOJ9k1IihsQ07Ekq0BVxZXV1QIY63t/nJ2hjWF3doKyh7ZdCvM8JlQe0ijTW4ozioBJaK2wj+TzDsEONE63P9Egxd59HNIneCbnWx0hKubbgADQxQ1GRafKUJNytkjMpZ46Bi7qFlMlxQDc9zeVT0I5JO8JwBz5wF3dsQ+DFu1coY7m8uharBB8ZxwMxjDSuVFfxNda+jwirYyv0OO6rEuaYYmws2ti6L6nk2DpkRGIvLas0HPB+TwwTFLBasWwdq0XD06cXNFbTWkWOjpwiRjVolbEuE8KBt3c7VM6y9mSLSpakM7q6gGfE6DNR5ki1Y2GnAFISqXpdz0DCcUNI709n3/PxfRco+/2eH//xH+fP/Jk/wx/+w3/40fcOhwO/+Iu/yF/9q3+VH//xH+fu7o6/8Bf+An/gD/wBfv7nf/74c3/yT/5JXrx4wc/8zM8QQuBP/+k/zZ/7c3+Of/yP//EPdBIKMGqWKxZaZ1l2Fps0KmlinKoBkKZtHf3CUWxiKiOf371m9CMr19Nai6tpsIvlEtuu0LZlHCd5iPWI1pLFUdoGlQsXiwXLXkytUpoj4+XDKFh2LXFdxMRIKSbv6TU4fVIDU6pnh5IdiRi8RXJKxx1lmlHg8/NOoALYqCEl9g97ko+kKfDu1cDmbmJzN5FiYfPdnciWfWIcR3abLc5prBVuTcnw9vWOaSr4UWOso+0HGuNwxjIOO3KO9BcLvF/y9PlHGAxhShzUhM6BVdfgjOb2duT1yx2/+p8/4/5uz93bgXcv77l/s+HpR0suLls+/+5LNpsdLz9/xfZhw3iAFFu0aTB6gUHyKz5AUGZocSaW1gFQSpWcnl2kk2pj/r25B54r9WNe8Y77OuaFQ5AXgXVlgp8Jn4IOqLnRzxn4QTkzyEMC287/TDlZsX8QzDaPgy8oTkDi5m1VzBQKucTjBJazrjyOVMedKLWsNizajqc3T7i+vGK1WNJosThfri5IXUepHhj9coVxLbaRzBJtHRRbdz8JbbsKE4/45Mi7Ab+feHv7itvNPZ+9eyWBf73YlDtnRMVTEuM04kPg9nDPzu+5vX/Dwe/ra5cjCVaVSHGn65KDwPUSxHaalGd+9EkVV6qZWeEwTQzjxH/8D7/EZ59/l+98+ikPD/cchqm6QYsB2TGjiUKoJFVrLUrBGAp6lDpvnGDyirf3IylH7rYjqTgulk3d1Ra8jwyjl+TfAsMkSMswFnaHwhgEuTI6E6LIm60WvlJM6YONx3HUFmkbNVbTOGibwlR5HtMwEqaAcw1Nm2tMQGFMB6xWjE4s3kUuLAZ4c8p2UoAWIv8UYarW7DNPLGslKFuOZD+h5ijeuX0cAyUl/CgbtZwmnCnQNFLwhExMkPWpTWG0JkkOA48btXJorWm6XjDhXMg+VH+hiDaZlGUujDnio2f0IwZF0oZF02K1Zbi9ZRoOhCDoQWwsKE1jjThcq+pWrc0xamEOaE1nH8a1KG3ISRFjZBo9E5kpDNVPRbFWisYuScZTtK5xDwqiEI37NSjTEPxMrtZY7cSm/xFKeFJszfPCUSlTKvKjMqhc077nokbGhyC3UlwJWiE/0TQGlRUBgMDdu7dCEq4bFI3MA1oVlJFrnkpVdWkoWot5XTUsNUEdYx6ykhExbxWPHQoKpESMsSJVwrMSw9MfrEL5vguUn/qpn+KnfuqnvvB7l5eX/MzP/Myjf/v7f//v8zt/5+/kO9/5Dl/72tf4z//5P/Mv/+W/5N/9u3/H7/gdvwOAv/f3/h6///f/fv723/7bj5CW7/XQSlJBp1yICbrGse4b2pIgBoKXGs82lm7RsLxowWVGBr759rvc7jbc9DdcdB3XfStyyEVPt3qKaRa8e/uGMg6owx6rDX3jjnyOi+WCRdey32VC8AxhIlX31MY5Fn2Hc47VUqriw6BZmcpnL6K0yTlhZhgvJbIqpBDJMYgNODNJ9r0TD4gnRtBk77l/ec9hs2d7u+HNi4GH25HbtweCz6wWCyjgx0AMgTB5aXGcSTPHwVKyAXqMsVjXYpTGKE0qE0oXmmVD8JH/+f/+NWxRTIeJPHmGbcavl7Su4fXLge9+54H/8L/9GnfvtmzvRvq+5VfXSy6uWxZLy+uXL0UltR8rGc5gbI9rr3D2QngfSK/58TF7AlT1hlLASQI3H0fnRU7FQC5S5emZTHwsHE6Jo7JxrS0aY2jallQcU1GVUDsbpcGc3jZDnNT2Dse/O3eNS31Pj9/jnLE0/8jjVu3j87ZYnHKgSi2AZ+J1liyQpISrVJI4t6Jw2rDql3zy8XOe3Tzhcr1GZL8C/YpkXlw4m7ZDGYsyUpxoM/fKZQfXpETTXeK6A9n0hPKWwxR49ea77A4Db7dbAgU6h7GGpmuqNDYTQxTJI5FA4D7ck4gUnSoBtEhBXgq5O12g6D3b169RnCsEjjf49ElxVM+9vrvlze0t/+u//tf82re+yecvPiPEQOOsTMIxo62WnaySKdaHgEKxWrXkIm6c8z0YJo0Pipdv9+wOmjf3F+TS0bW2IqUwjp79YSKIFyG394lpKuz3mZgtoXRI/knBx4yPGasRH5YgxMn3x/jM0FS60DpD10LfZg5G4PzDYWC/GYQo2ieaRQ+ADwesUTTO0LWi8Doqx47cKY6hhpNS7Iu0uXSRdls2ilgSOhbGfKAUQ04GW+vBNI6kGJn2e2lJK+g6hzEdUzww+UxIBYU41iotqG6a68m5bXGOfGpN2/WEJO0iP074/Y7VUuM6TazGez4GtJo4jAcssDCWi26FXTq+8eoV436H9x6jIZYOpxWN1lgluWzOGrS2sqHRRki4WXgac4HSND2u6YgRVAgcdjtCyfhpR/aZMiU+WT/jsl+R7UQxBpMtFIUKCtsb+qXBuIwfDbrmrJGobrvnx4m4+9i08Sw89D0ex6l9Utu11HOou1ilFG1jsWiiCuQ08urV52gtG9K2MTirsVSRBaCMFrdeI6hr1pqAZlEzyazJ2ITwwYpijhgq+YRpkwVp8d5XFFXajqbSHX6Q4384B+Xh4QGlFFdXVwD8m3/zb7i6ujoWJwA/+ZM/idaaf/tv/y1/6A/9oR/gr4iXgtZga6IoeoZShZfSNJr1dcPNk57rq56pjMQQedht2D4MDG//I08vLvnNX/8yX/rSV/jSxx/T9Jdo07Lb7kgxYbRm0XV8+UvPmT0Ojh4gOZKipWkkmyTHyGq15NnNFfspcJgCKQZ2O8vSigR5sz9QgFAK3gdK8az7lr7teH654BA8b8ctmcJuN8sI6xln2L4d2EbF21/9jOQnxvsHht2B3f2O/S4wHiLTEEVeOUyy9YwJsrQHKBFVYt1NakyqD0kZUElDmqpZkyIRQcOrzz5nGh/4T/+bo+0UmKkuerGa5Cm++Sufc/vmnrvXbxkOA6RAjiPBjzw8GHYHxWazw08JbdZY69BmidYdxl6gzYWobZL0ij/gV5WzD0VtszzmL7zPHD/tSHJ1ZzzZMM8cEWn3VBi7tj6skocwxoi2qQaB1fpkJqrOdIEz+v37EPaM3jx6j/n93dK8UKkP3r8uQnbOWcjKbdvKv6PETyfFY/88Vd2rTQarDBfLC/p2gVEOYxxKFaytGTqAUhpnHSlDzKJASCXSdr2gSGZBzhnvA5gFWbcU7WgWC4rRuM2GFw9vOPiJMRaU0ZhJUANNYRpGCeJrLRiIKpJUtX1PiRxFgmr0POHV65My43ZAo854GjOGxEyJQCtNKpkYA7/6zW/wX7/1Df7Tf/1VPnv5gv2wI5eCszXSIGeszbiQCVkWLEUlUs5xySWKokkrUhG3zdFnRp/5z9+85/nTBZdr8doowNtN4OVbT0yaGBUv3wykBM60GGtou0aMIsfCYUgMY6QxrirtPgzNq+xF5oRYcRnN5OwxOtO1lmXboTpEAagUafKknNgf9tICMYa9HbFG0ohBY9oG6yzLyx6nBVlQzmCyPqY/KyeFWwieOCUOe08MiuiFY6YppEmkxKYUjDEs+h5jIWZDSIaQq2zWOVzbQGPPivaMOldg1SOFyN3LN6AVy+UKow3NcoUikH1i8gFtyty1nfm6KGRB9D4yjRPBC2aQC+zHQGMUyYq5W9dKFpqqyAnaoBpHCoJ6hRCYMlxf3qC7hrcP92zHgYf9hogij12dawreFaYGtpsdo59oryo9wUAsCT8G9rsD0+BZLdYoo7E5o/NjSfnMMZnblblyyIxtRMmUZ4M2dfp5BEWZwwIkXsGgXIuxYEvE9QuMsTx56ph84t27LSEmppCIJWOCorUOa6h2ApaL9UIQlZIYg6jXLhdOnh0kMDeGQCoaxexPdD5Pze1s2QFqrYTC0Aod4Ac5/ocWKOM48pf+0l/iT/yJP8HFxQUAL1++5KOPPnr8Jqzl5uaGly9ffuHrTNPENE3HrzebzaPvH5cXJTDU3OMs1aNBK3CNZnnpuLhouLxoedh58lQ4DAN+GnhxO/GlJ09Zry64egb96hLXrFDKYm0jVtBaYxrHctEjT4pmOBzw00RJLcnKjrvkTEmR68sLnj97xnac2I8T93e3WBK9tcSYOPggHil1AZTcGEXjHOvLS9oYaLuGcfI8HghyvoeHwP3+wN3rz0mTJ48j425gt9nV3nY13yrgs2j65w8LlBwpOaK1GEspbA04zhJQljy5TgKZQtHwcOuJcc9n31xiG8hqIscgO2Av8r/vfvsFu82W3cNG5HwIYTIEz5QURcMwBHLUdMsebRc4d4PWHUotQS8oRVfE4r1Cg7OCokhLpXBa+M/lbqgZweD0b3A0Ejon2R67LJVNfwzG0rWlklPdpVTXR33ijcztnflFVHn/bpXjz5xaOBWiLe/tkt4b1fOhUeiihYCpRNqptcYawzAcRDJYJ+8cpR1ikqBfi7ansY0Ychn5UKqRiR5VyXsGFSLJB1EUkGiURhuHsa0UDipSdEPWmqzANJbdsCeWSC6RKQzsY6BoKGFeRArj/kD0ka4sRA3SmNqmkuTxOEXhvFhzHm8jMt3BVwTlVKCcyMVVQq81MQYGf+C7n7/gV77xa3z64gWv3r47toNc7f2XUnBJWsEZiM7QuQ5tqundjILV9mAuYo43TQUfCp+92lMK+B/LaCNqhs0+8e4hEqMlRnhz6ylFcXXR0RsjuVt+wvvM5BPeJ1Jv6/CReeT9o9RWIlAVfolSYg0YNOJt0WaaGrwXYpTU7WFgXhy09mhtiUU4Fa7vcJ3DrRpUsTRagVWopKsRlwIjLdCQI6OfuHvYEMaCH49UW8o0oUqmbxrapqFxLSkpcjbkomUBs6aOHSsmKrE+GL/OkVNif/+AsZZF06KcxbYdairkmPEhiWs1RlA3zbF9FFMUlWaQeWhGNX1MlCLYWtNaXNuIdF4rYkwiA7aGkhNBCbcjJk+qYomHNLGJA4dpIBcDQaOdQjeKYAreFsZhZPKeZtlLGy14YomEycu6NXj6ZoHFoOum5/Exc9lOBYgiC+ek1PbOPE54XKTMyHdGnJOLcRhVMMrQd1KMrS9XDKPncJjIgxcDtwBoZGOqJRuu6xrWq07k1DExhJEpJZS2splB2scpxRotUEG+457shBTPs7SoyRyLvkfbD8f493L8DytQQgj8sT/2xyil8A/+wT/4P/Raf+Nv/A3++l//67/u93XtcarqnpqyTCa7bWI8ZFatpesMS6dJYeJ+E0glYHRiZQ2HKfP6YUeYKtzqem4+es7TG82iX2GcxbUti34JZJxVlaOgsSQmXejbi0qkrX3CUrhYLbi8uYGHeyiRi85RpobJR2LKNM6CSiQfj1wUZyxt07JeLDAx0LmOnRqJ4XGvuhSYpsQ0OYy9pG8t11++ZHu/4e3rtwzDnmkajwhP3B8gChmyGm8eU3TLjAAjskTZ7WTKEaIFV70rJESxohZZEUPi9Yu3fP6dz8kBSixMh4EYIyWCqoZM0VcHUtuAthi7xjQNbvEUbXq0vSBnS8oOHRU6JayJFUr8goltXtRrj1a4lf9tHPH9zJRZEXD8PoVUWedWa2HuGzEmglq8ZI6KhEd/75gQd4Rlzl5XvZcndCqqZwSFswJl3pmfH844WteQUji2diizjks4T13TYbRh3IyUUMg+Mh68OHPGRMgFIZEa6YVrcWqdfXkoHmJhv39gfzjgNjusabhY3WCNRWuH0Ya+7wWVbBuGyWNcx/XNp5TGEcIWXyJjnrDWYK2js1bg31zISmGUqDSaogBPSkZ2iflxFH0umSGOdaymmgNSSDEd22FSR2Q2uw0vXr/km5/+Gi9ef07Oka5tGIOo53aH6VhDahVQSuGsJOquV5HGOUJKtM5ysVhWo7IKqBQh1AJ858WGnGC39zRNg3WOcXI87Boogvr5pGmc5aNnT+jahkXb8fnrPe/uBh62nt3esVpUorb9QEl/5FgJHTHXAiZTCEBCAYu2pcWxWi/RVrM7DExkRhQhJEYfycVTiiTdoi0mFswUiBraRctFzQzL1UdFK4X3npwih/2GcZi4v9/hh8y0z5IHVAqNBmcty8UK4zqM67Dtgqa/QFtDv1oTcgTr0G1LtoYc4ilg7gseUyEMe3IOTMMWlRsUDSpF8eTBoFEcwkjQlpDF7kBbQ5mEW5RJFFVQRrJ5XLs4Ztz4DHkqPFl2NK0lDr4iWJZu0dGtnzLtd0yHA2/HgaQKqbHY0tOvLokh4P1I4zq6Vc+wPTA9TISoQDtAEaaR+zcvhC+VMhhD4yzjbsNUoDNg1PnAlYtR6txSZjiWWUFXjmTTeV44fQFKZeEVFUVxPYUbOhfoTMK6prbpF6xdx2/+Mcdms+fNu3sedhPDGLhcLlkuWp4/vcA5h2k6Jh/Y+RFjO67WHReXNyw7x3fv3jDkQKrbAq20pFrP6tJSxACubvyM0bRNQ991LBc9scSjeuz7Of6HFChzcfLtb3+bn/3Znz2iJwDPnz/n9evXj34+xsjt7S3Pnz//wtf7y3/5L/MX/+JfPH692Wz46le/+uhn9BH6nWH8alEdq9TKaBorsroYo0R1K3BK45RwC4Zx5O3tHe/uH7jbPLBaXdJ1fQVLNLamdUqBAihqxkPGaCHBalsn/FJouw5nxWJZ+sKO1jmmSZJRrTFC3lWJUu1ddf2wxmBzxijZIc2mPOdHykWyWHSDaToWF9fEbOgOgaINyll0kZ71ECKZQAnxuIE/4qWzxwGz/LHaKxPRVibyplUYZ9HLhn7V4pz4XQSfOOxG7t49UIJs+tRsGoXoHAuS31CylolHNxi7RJsWZXuUbqt/hiFnVVtmGcPc3vmwQDm2VNSMRJzxE+qhysn2q/A41Eqd1RMz6ey83TKjcDMR88hnyYWiC7OPw/ugx2PM5tG7Of372a18vziZ3+v7h9FipqTy/F7l2pSaiaEqCmKMrfLjTEqyU/QhHk2idJGiUalaFGhXN2IKdAKliTExTRPDYRIjuGJxrqVte/FiMRzZ+m3b0XY9Tdvh/CDW92n2XlAUrcRqH0Uap7rr0sh/EnOmixXlyqz/Prs2MXtZrLPwa4Rzk6n82rpXiwx+z3bYENKI0oXlQsi6dvSEmER5Ny8CRa5xrMqOEGTXbaeA0VrIsrqyv+qtcFZ8QW7vI9t9ZBwlqdY1Wjga2SIOKAVrHM5ZmtZhrSAlMQl6EkIixMwU0qNMn/dHt4wH4a1oVV2HzxAIa0T+3TqLMRpvhDdg0GIaGGqrLmewFmUyyUuzp+xHQsmopqIRajaiVOQUySmyP3imMTBNieBlLlW5ytWd0LVVVZdo49C2wboOEX81EEaKriZwStVYA77oZI+HNhqlpRhVOaJrcrdSkkik67yQ59RrrQSRGwM5xaPMXhlTjeSaI/KQSpS2thZkR2mJYMhorGloFmtyiJKtFTxeFbKV99Q2Yhznp0NNgTaEgydNRSKhNZDF7t9PEyThuZlWYxzE6CFlotU1guWD232GCsrMKW2fx8eHZpQy/xSlqiy6xViNs0nui5ZgTKMVq74jx8gwdHifiaFI+6VpjknWKUNKipQVrbM0VtAVZRyxaMJssnd8H+XR/KXO3uPMPZFNijjc8v8PBcpcnPzKr/wKP/dzP8eTJ08eff93/+7fzf39Pb/wC7/Ab//tvx2An/3ZnyXnzO/6Xb/rC1+zbdtjz/0Lj6IhN8Q0MeXI4ANawzhmRi+Vm9Gai74jKyEVKeWBLKEVDm4uO0LMHIYd3/7uN/l//3+kIGmcY5omfPBkMk4XFs4wTRPjcGDY3jONexaLC/FKMPq4sBkCkz+gcqQxiqvLK4xtOUwvgEJrNT5EbE5kK6wja7Q4nwZPDiLdM9gPJm8ArzOTzpTGYBrL1DrU9QXrznERA6REoxQlRl5+61sM2x33L18dYcbSWJRxNJcXmKaRCaFkSp4Que3I1UXH9WXHJ598xOXVmouPn2GahqgU797e8o3vfIvNbkuMAVsUVoNtWpTWpNSLnXcqKOXQpqPpL7HtCtO0oI1YmFOIeZQgO6kGJC8jGbLUcmf3uqImVSHweDfy3rA4fj4hJ2cvI7uTWqSUutjNu4F55TgKRRDSmti2y+JRzu9J+fBv/LfxnPor9c99gBK997VpDNZYrNfErJiilx0LQmpru5a2aUXq2SayEkWZD5HPX7/BuZ6LiycsjKXVThKKlQXlmPfnGQvKil/Q6Pn2t77FcDhwfXlN3/c8ffoM1zU0i1bcgY0hVsWGNg7jGlSylbTeiH2591xdXNK2DUNKBB9JB4/VlmXXCsfHaVKcjvyo+UhM7Hkhu7TqYKy0QnemOtjKeI0xYi4mbmj4v15+nR/9nz5mmEQy/LA9cBgmPn/1Du8D0+QJ1bdkGCa8j8SYSbWQa5yrLTDhNGklPkCNFRXLNAY2W81nr7c8fwbXV0uWi4b1WkER5+SbyzVKweQDD9sdm/s9++GADzWcMEZevD1gtKJrHeYD9HtGBQvGwmLVsWgS1oTKixEEwxkrHkhGsWwcuhQWbUuO8szHqAhJYbUsMsErog8cNhuMUzSvRQ5q6mJiKhJNKcTJSzEQHFpp+oWuRQz0bUPjLKZdoLsO26/oV1dc3DzD6IzSiXfbe3xKeBSxFEJOZMRZ9egRdPaAuLbh49/w1SOXijyB32G7JdY5soGsC8VAMQK2ub5hfbFmvztwqJEjfppYXV4fjRLnZylE4QmGrHE4MoFYCj4WusaxXFxigkenge3DA7sQWF4s6K3l6dWa7VazfXdPsopoLYfNW/ywp1sIiTQeZC7r2tVR0aCIECcMEbS0FT90kq1zxUx8rd+dg/bmOeXcoXWOTZnnLHkB4dYYM2KMBLDGPPH60zcYrbleLdDW8PTJU7pOpPN9L07Qn756qHOaZtE2XK6WXKw6losG7yd2hwP7KTJFMFq4U6mqz+ZpahYl5JzRWjbVXdfgnMHY2qn6AexQvu8CZbfb8au/+qvHr7/5zW/y7//9v+fm5oYvfelL/NE/+kf5xV/8Rf75P//npJSOvJKbmxuapuG3/tbfyu/7fb+PP/tn/yz/8B/+Q0II/PRP/zR//I//8R9IwQNyo2IsUMT6W+yejcg8j9wEYSAbrbEaUhZHxZkpba3ISH0Uotnrt2+4e7jl5uqSGH31YSgVGrakIBb4fhrZ7/cYbclNWwPDZKftg5XCpsryXNvQF0XbNBilaJ0hxIjRRiSQUXgEOVcNfEUh3g8fnA+Jqpck16gKvmSSBtXW2PtUxBMhRkzXYoLHLlqBTBWidbaa1dNrXN+fCpQ0olREK89HT5Z89HTJ8+dPWF8sses1Gc3t9oCnEFBkY9CNQ4eEStKbV1qDaVBobLKS+WEX2PYC2yxRRgsSkMeKBoS6YCsorbwPZu+L99sjZ3Leow/KiYsyP7iFuTh51G859v5nkdxxY1pmFsJp8izzf8dq4lRQzHVMOftrx9dRjwMA5we5nP3v8bUq9HJs8XzBGFem5gYrqJpa+Yv1b2lj6iIjn9GFSBZ57/09F6tL7jYbirGgLdo24sSbqfJYsfJOSa651vqoNPPjDk1gGltyaUEltBO1zziMDIdRpMReuFLGKJyyhBhIscgO0yiUqTLWcuLz5FmelsWL4lFhpkC5yjNSlTekBfCbkYdSFBhN0ZZCT9s3rOOCqba1VqueYfK4xhJCZPJejNVSYr8bmabAOAZyEURz0bes1/1xTKUcaZzmYi1chbaRwLzdITL6asClVSXnG5QytFYWq81+x24/cPuwoVBq4SPjYreLaK1onP2gOJ0RMnR9bWsrMiEcpFTA1RaksUbmNSMJ6DOKZlyLypmSBLEiK6aU8CWy8yPKQBNC5Z5IhpapnxXUtrPCIP9mja2mXgqMrcGgRlpHTYN2DqWFdKuNRTkZJ7FIgSLYy4xKHm/v6VYrRdt3mCJy2jTtSWMW6bq1FB1rgTqjXxKGNz+b0l6fzeXkOs/eU6iaMVSfvJQLtmkhF0LUGNfSdAvYGqYqK/Y+VPNOQ3FyrspYSs7EcQIK2mmaVrg7eUxYCl1nK/E7i6lfPlJZT3EV7z/bSp3N7x/MWI8KlPnnZe6p/BUKIp0X/siUPKlMxBjYbHcYJQGOXd+xXEsWUdPKnCF/UZNKIsUgqqySyWnCe/FJyUUQzHmeVJwhPsfCiRopYOi6Vlo7yxV919C2LT4lQnwvKPF7OL7vAuXnf/7n+T2/5/ccv55bL3/qT/0p/tpf+2v803/6TwH4bb/ttz36vZ/7uZ/jJ37iJwD4R//oH/HTP/3T/N7f+3uPRm1/9+/+3e/7zc9HDJnD3oMxYvrUrrB9g+l26CwPuszthb7XtJ3lbjsRxsQYMj4WrBOlvw7w7u4d28OO509vKOXA0+UznBbSktWGi9UCSOyHA3f3G16+/JwnTwbatsW0DSln9oOQerVWXK9W4peyvGGxNOweHsgpcXO1FnVECNzeb7jfbEEJClWKyFl17acq/Z6FMJDIhFqUFBIP4YA2Ct0qctSoCNk24gLZ9xhVWFuwStFaDZ1DtY5PfvRHWF5eiM9GEWMiZwqLrvD1r97w9a9e0/cSH/DtV3fcbQ5897sPPIwjYbVCjYF+DPBwB8MBVS3ZXXdFMR1GX2Ddiqa9RKsWjWMat+Q0kdMoCZ/lcFycVLEoGkq1+34fTThdgSxNqWP+SX2w55ZFLShqU0RQKDX/wPwqUtjMh1bi2DgXhdJWOL0WwKzgyjWjaX6d888z3DmXT8wFUeFIV8ln/ehyhgQVPlRXK4twrEIik+tiLz9ttCwkjWuw2kkcgRYjv7vNhv/0y7/Mbj8y+MSPfO1Hefo0c6UcTaNJWEFhSiaMnmk/oFAs2p5n19esW8vhcEcOE9MBUmhJYYmyHcW0vHr1ild3d3z+4rvswwFzI7umdrHgcBjIB3HSzCpiWk1WBgbhgE3jQbgJIZLTJLbuZzCwsZrlSorVmASyVnqWLUoffG7RQamFD6QkbZuUJKgvpszoQy0Ygcoz2u4GxjGw2Q7SevG+bkBMbRNHYrwk58SqFxuBt7cboPDi3cRqFWvcvSiD+t5hbUPfNOwPI7/8zVvuHra8eP2OZ08vefbsAtcIgvDdl3sA1r2VNsz5yC6CZ2kN1mq6tsPpQI57QtJMWdE6h3YdTddgtRIk1haMaXFdw1KtiNuJMXumbEgBbg8DY5i4Hx5QRoijWhm0Mti663XWyZIXpWBb9oa+s0L+1zI2pyy+TL2ytK6lWV+g2048N7QFZ6BdgkkMEWKBWObk7RN/7/w51EbTrxaYruPi5hn723fs3r3FWHF+TcbL/XOKTGK723FoJC8tpyRZPF0vc6WylYA94pylbRsW3ZK2dZQiyNbVs2dkDHmfWFxec/XsY16/fcHr2we2mwNjTCxXS9AwRfDK0qxXlGFiePeK5mZBf3PFzbpFk6sCCdxlix8nhkNiv4/4MVU0RdE1Roz6zp/r+mGNqZs6kf2eh8ueE+hPxUqhVFGDmn2dSmb7sOVuvOWwv8P7wP0+gDa4bsPTJzd82XbStm3MMTdrsVzjQ2Bzf8ebzYZfubuT1ivwm772lMt1j0ktDRZVTG1vn8jqIik2LJdLuq7lo48+YrFYcHN9VR3RFSG9YjwTunyvx/ddoPzET/zEh3D02fG9BAPd3Nz8wKZsX3To+rBZ12Cck7TWhBjsTLIzV7pgHFChwqw1SRmGKTKOhXGq8FvdoSodedi95dU7x9J16HZJ4yyts1gjaIzSiu0w8fJuyz4WrLNo64iVlCfmTIovPZkIV4GPukvapmG5FEna5fUTMhBSZMqwG0es1lhd7bPTY+Lk+1trlTUqSzefrIkho7PMESrLjtvXnanqGpyFftVhjaA3xRlwBrfqBWHBiGUyHu0UrjNkYxlS4XCYSCVyN3q2MRObDnqFuwA3FdzOE7Y7YpSAL60LXdeiXI9pL1G6p5he4Ock3h0pJ+YEXlLdY9UHDlXNoYo6Lvqn46ydUol7M1dFAsDO2yxzf/SEp6gjtaDuP97btVPmf69WzXn2Npl3a++/E47v5wNOyvFvnSt55oJp/pyP7+3sxR6dcSqJSDoWPHLPIfmE0Rar66JaJH+jUFBGkckcpgPvNnd0Lz/H2Ib9OLI9jLRtS9f0QjIvGVMipgSMKrSNZblosSphTMBYzfpihbEtxi1RpqXohr7v6IcWazQmqaoOy0Q/UUqs0lBZcNtW8qoYM0RJ1lYitCOl8gGJTiuxh4eCTflYpM875BkGFyKhTNi5Gm9ZZ0gpY6whxnxEL0wleRslDrneR9argRjFu2hWBaWUiClBkTHqjMdPI1/78hUxZtYXK9qupZRC1xquLhAHXi1274WEqX4kfd/QOHNMEdcKdlX+P/hI4EPp6bHsLeLdEnWBqTD5zOAzvdMUY7FtS2M0zgemWPC5MITE5hDZDJ7dGEgqkVAcpoBP0moxCP9IafEFkUJFUYokYQt8XxjGWHPiCtoojFYsFj2mbbl48pT1asni8gJnrNy/nIixiGutUoSsiAVKTSj69Qy7csqMux1qmlDKEKcRZQyubbFWU/KBnCPWGjQSxBqTzCEzOmGsrWi4ZYYntdHHDYtSGts0GGcFcSsyV/gQ2D48QMqsugVK98QCy6ZFKcM4BbQP6BCE+7Nc4ZZrzLIlq5GcE9pZtFP0y4ZcIulQRCWkC9a1UkyX/AFZHlXRZq2PwX2KQtH6g6LkUaHy+EUqD0WRZSnAOeEUrZMmFUg5Ev3Ibrc7jlOlJRJjmkRhuT8cCMELt8k6WqfoWo2zQjBOuaJARZSxYlmgaKuMeLVaHImxjXNQZB1LsXxQhH+vxw9FFo+1hn7RsVj0dF1HozU5JrbbA34MQEGbgmszykLUiqgNQTs2h4FhHxkP8lraKowtNG3i7f1nxPLA04trnFVcLm7oW0tT48eVVrzdDnzj5T3q9aYSDeWm7AYvJFwD2698xDRNXN18ieVyxeX1DdY6nj3/hKI0sRSGmLjf3OMQ19CQhEiX66Kn1WM3PgUiD0xGQt6SJkxRTJhKkUGEIVUzLrXoaE3P9eVKdriNIdXB3CxXKNugMZIf4bWYD7UdY4a3u5GH4Z4xjOyiJiRF7i/QptCpK3JuiPtMeP2O6AsYSdZcLntMf4G+eErOjhgcafCU5IklkHKodtZJCpQKImiVUDpRCJzMzuQonIqAOVem9jqo22mOFvTlVMSct2BmQtcHFd/xdeV7pVAnQWFpzK+Ty9wAOL3C8S3MX9dvlorgzH/3VKDMfJcTBPz4jTyeggIRXwIz099oQ4pJ7nlrMZ2TvnBJ4gBaEsYZcijshj357St2w8DD/sD15Q0fPf2Yruvo26WkcAMXy4anVwsuWseid+T1ktAYlhdC9L64vpLgR92Bbik4rjZbphRZNA0xTygUIUX8MJIpGFsoWhCU5XKJygoXNMlH4t6TxCSTkMRI6/ystdEsFj1KyQR3DoWfR7qfb8bnlNUjAdY7KVC0FB5N09DWnWxKkoUzTONRei73Xfr8IUSMiJ3wfss4HDjsdkw+kVXPei1ay/VCrOBjaUjZsN0O5OxpW8Mytzwpa/rO1mwUeb277USImd1hQTLp0XnXaeR4PiFIgZeHzH5IbIbIcqEorsEtlrTO0ISMDoVDSDwME68eBrb7wG6IxNoWmnIU1M46MBZjJbXcGVdzqgQ5yakQY5AWofcM3nPwoxAenaW7WGNXKz7++tdYLZdcXaxJ3hMPB+F6JEVAE7VhipqEpnDK8vmiI8fI9u0bklLsNlvarqXrO7rFiq5tOew2QMQZR0maOIn3T0iBrGThdFb4Mm0jnhvKnMQM0hPUNP0S1zZk5aRwKonhMBL8S0pIPF1f83G3QlmLH3aE4Lnf7cnTgBpHFqsLLi+u0ZcXqL5ls/0OIUVU73CdYX3Z4ZMn3kGpSFG/vMRow7S5/WChVlrL/F2NXXQlJOV5EqlFST46xR5h3LO5QlDZbBTZGoq1LJcWnQsLp/Ch8DBE4nTg7u6uFmkOtBSj++2O4CcO+w3OGhaLlut1x+Wq5WqpcUaTdtICxs70dkXTNDRNy2olyMmyBt32/QKjzbHoDyGI3f0PcPxQFChFiT3zlKRK7LKCJIuQ+BvIQjyVhNOiSEAZKIEUrRD9YpKdVTVtahrLFAObw453+7cYp3i2foJ1LU2/wgWN7RK+WHZTxsep2tXLwuNDwmiFNZq393usMXz1a3v6xZL15RXGOELREsfuPQefiCguFgu6psHbjqiC9H+rR8EjGkoBPDCKr0jRBbJYhZeEuCUqdXxI22UvZlStE7+JVgy7tBZeYox1551SVRyIlDIRGaNBIvQsAYcHDjEw+sIhQMSh2yXKLVC2JysHSmRrpm0p1pKjIupEwQMTKQ/kPKGSBFspCcdAocVwoaIoHxC/C1VaXNn+GkFRSIJ8zT3cmc9wVhSgSoVCK1qRS20PnfVW6m4xKwluLNVPJudZo3GyXJf+suZU+Jy+p1DC8ZjLEzXvgOY8E5EKl1zf+6Ny50MkMoTAFKfK2ZAgSJJCJYNGdsBFCXfJNpKWLcZjCpKR3Y5VPBw2DGFis99gtcUpyVp6dnEFH11yc+lIORGiIuVAUbBYXeEaR7u8kCgC0wEOlOWjZx9ju44f/fqPcre5483hLXHasd1t0b3F9E52soCpqEffWEIWIbttxSeh7BBH17MevVYKO6d9n03sc3F5LA7rbTzxzVR9XhS6dVgrLR1p2wRyrotHVY24bEX1F0XuLwiNFS5PSfWeyUbgKx8viRmCuWJpA1qPXF8tuDIdU+qJ2XB9HZh84OJqyegD+8NIjuIMfbFsaZ3m+ceX+FgoNfH6/JC1VFVZuwQNKhQ5WULUHHzGF0UwBhqHdhblHDhH0oYxZe6Hgd0UOfhERoLeihbir7FybtoYuQaWSoDVFFXQupCTrdcsilLFKFbX16xXSz75+te4ur7k6tkzurbBWAkp1SUSiuS05AipKFLRZAxzJOOpB/v40NZycf2UKQSmkAiTB5JkxhiDSjuUDrRLUQamMMcVOFJIhGmSlmFMtM4dW7ySkBAJKaFTojcOrOSSGQ1db46qyTEOjEGM9YxrMSSctRQ0zlpCSjjnpJUYA8XDOEqobN9fom1hnCrxOsUaNyHridaKUFGfD/BgJXxCVeS5npWo0rV5rzB5/JsUpLDPlUielHACU5CrfLHqKMpwSUfCEIphDJHxEISbpBSLfoFbr1l95XkNsYXGZJxO5DhxmBK5tGQ0cToQYsSPYxWvdKS4Ymo7hn2DtY7lYk3TtCxX6+qWHM9MKL+/44ejQEEqzqlCsiTQdfGZiUlFw5Sz9FmN9FnJihR1/YhC5CtCpHXO4GMgDZGHwx1dK3JM7RyuW2EnMI0nFsPBC+ckJiEBzWPJaElovdsJN2S7P3B96bm5eY4xErQ3xsRm8IwhkQu0fc9q0bPLlilzJK/pR0Sqet5BUTwSWqZlMjOpvgGrq2VxqTkXHcYolBPjpGJthcyr10O15y9JVBmUzEEFAoohKeGtWkvUDbEUGeQRpijQum4WaNuhrKhzirLopkW7lmSMTLQkIEDxlDxR0gg5oNKMoMhErWYiaPkikuy80J8UNkrpmhhaThF9s1LpvX6MADKVDJszZzKds3s3R5kX1FnabDl7Lyei7Lk3TTlBKUrIt3Pq7rFQyjJBzZNOybI7niH9997I8Qgx4MNUZeOlphgrVJFARY0R5Y7KsqgbMNYJkVI5clakBLtxR95vuL17K3Jjr1j3S9SXv8ZqoYFrMb2iRgPoQr9a49oOt1hhtMPaDmnmGG5uCrZr+eqXvkLXdWw/3bJNO/bbPa1e0PV1N4vCUBUjzqJiZlJI27RbMIZQ7+nZYq2kwD826pnRrxleOMHf78tXdb3u2ppKhM91J+dJRXb0YgWjsVn8iHwI9c9KK0MyguYcLI1Who+e9BSl8fYaFfcwjVysO/rVJYe4IGRDjOK98uTZmuATwxjYbeSaLHuPs5lnTy/wsYCOX1CgVLJ3FsVaTiKHLdkSkmYIBV8USWmwDjUXKJW8Ggqy6QmJIUmMg6rkaa1PZn3yIdwyrUXKC8KNMg3krCipoK1GOcPq4oKbpzd8/OVPuLy+ZH1zIwnUKUhkR2nIMUlCs0zDtUCRVGyUcCe+6DDGsLq8Qu0PDMMDEXHWHscBKPRuwrlMv5Z8nVzbIWLDn0nBE8axkrzXx3Ek5mL5WKAU5VC2E6MyFG0nY6Wxmjg51GhwTUPTtugcScYcOTMH71FGkUqipEjxMHl5ntftCq0D07SvyrCEwWBUqaIBRcxzS+r8ZstzP08dR4FEff5//eKkPg+1mMklEbPkuBVjSF6aaou+wTUtrr9m8JnNIETxaRiIWaGN5frymvVywVe/9BSnM05Fkt+TwsC7O8/BZxLCPYl+YBwHNg/39H0nNhzF49sWaxzWWKIPdP0S1zRVuZT+z93imYbI7esDVSWJvmxxptJ8FBhXRC+PpSRD8pow+crGTihTcI2p3AyLQhOCTGoZuH14hwbeXW+wboFZ3GBjix0MyvUfTI5HdUE9DlNA7Q58++VLYslcXT+lbXumKbE/HLi/vSX6icZJ1blarwhjZkhIrk/ONXjuvNUByQfC6EUDr6HEDFFJtlSjyanIztNokgGyJqg64RUrygPxF5fXlGYxuumkr+8sWYk8TjxOCl4ZfMpMY8JPUVxAAdO22PWaZrzGx4J2nSTA0lGCRvuEmhJ58pRpIPs92Q+YcKgqDihIX1jlcmrfpPJosS5ZjLrmQ2sjMfd1cSs6n3iwc0Fx7NvWa6hK7dnqI4FVPqk6UZTKhzkuq1Wh8biMmFG3EwG/VDMrKUwebRZrMSM7o7OWT23zzKz8OoI+6FWrHMW0qtpea2vRzmF1B6q6ZiJ8iTREKNBqhbWKpjWEKTB4jzIGZYTFUlJm2I+0rWWxXND1C6zt8GHPNE3VE6ShXa6wTYu2Hdo0WNtBNT5v2swCzUcffZmiHf/1029SisPonrZZs1pc0ljhPITDRERhMVV5JmFlTkPTSF7JeZoxRYoDmA30qnLqdJVqq2wuRudvnIqY+XeMNbXtA8PBMx4CbSstDm3EkbdtGtmJpngiSlNJuSVTSsI4JTt4bUlBM0yFNkKbqb4bDU0j73XRL45Gbw/3G7YPG5r2Fpj40R/5KiFrbt++JoWORzQUNY9F4XP5KVCMwukWpSRHJiaRyO7HQE6FIQSwmk+++hHrj2548vWvsNl7dkNgt5Nd/TD44/hrOsf6colrLM4ZaXMEUe5oo+hcS9M41hcrrq/XPHl6ydOnT1hfrLm4WosgwNR4CS2LIrYh5kiIYu8wxULORsaK0RVLTKeC82zazCkxbHd4P2J0wijhCdmacG0dWCctMor02BOFQ/QElckGttNImCbaRV/ne03KIu3ORTGFzGVtIyYv3JpUFH4a2W0eWHUNVxfXuKbDaIvpV+ScMW0Au6cfBvGYyZE2ZawqmOUTcdu2DcEHNrc7DtuRvMugxJiwbHbIBP1hIT23cES1yHGcP3r26++klB4lHUvBU44FcS6R6Cdy9ITDyJQ9LhW6LnHhLilFibNwLAxDwDiHc4YnT56yXvR0TYfKEzmMDPs9w/6B+82BQygUJyicH0amYWAchJwcfSR4j7OWppHnaRonFouleMY0LU3T/3qdvf/u8UNRoKSYGYeAahS6yoetqcgAskOQmyxGYCkWUpDUxWOiapX0GS1TW5boWlKGwziwcwcO48QUE8q2KCsJr+oYg31+zLtyBUo4KVMI3O+29H3L6Ce0EVg5hYAfR0qWVFmp3htMjBJmVWG8LzzvlMkxyVqRKxyoxBwra2G2Fy3TuPiJSDAcZFQ8M9ap63bK8m9GtlQUZclUYlcUlCYpSFGueYoiFdVUmWvbYboFesoo26CQRNy6lZIktRgpMVCih+Qh+1ogGSlOqLvkOYTqCxxYyzG1cwb6lRAZqmHSzEw9fyhUmQHRIzFELppSp4mjHPGRM+BmXqjmrJ9TL0EKjhMII98+6xEfr+3cZsqPEJcTf2b+lXlh/fB+S+FTQwxByI1GYhhiDGJBnQVBjFHg5dxIy1EyFzM+e5xparElFyWVSCrpKNFUShOyhFX2bYe2Ftu0WCf5O+J/4qh9RYyRFkrXLWm7npQlYkLrBmdbGtdjVELlQvIBBdimFtSVkDFLcK19X6lWs0gQXsS5A7DcmXL676yOPfIO4Dh+jqhEEUJmShmlZFfYmupbZIRcn0qqty8fCblzoatqYau1IaGJaSb4AjUBWzhQMM8DWqvqa+Qx1XZ+fbEmZcPm/h6dHjvoHsd0kTEWYkKV2rZDdvQ5n8zfNBBLRhnN+nJJUzTdE30sUO7udoyDZ/Owr7yATNu1XKwvMM5grBaPlijOrIIyN/SLnidPb3j67Irnz59weXlBv+hxzdz+kjbdMVMKRSpKOC9J5okyc4XKaU78IqKsuE17SoxYMyvTFI2xIrO2EW0Sc46uKOwKU4ziHaIhpoiPAR89tlixfqgoZUyJTF3Ia4TG+UZjHEeWrdj268rHMcahTSFpjY2R1jWoJJxGWwo2F1rTkDTSskwJP3qSj+gk7wkt5/VhY/J0r42WbLZHG7F5rM0/N2+Oju3h6stUx/Is3Y8pkWKUjxQYlUIpW4sbjSpaENKYMNZV1VqDdTWduxRKEkXbcBgYxsAYwVkp1nNO5OqBEkNCE6AUohUky1qLrh5Ch8OOHoRS8eusYf+944eiQCm11b7oDd3S4nohSaZKlDPKkGqa5m6YSFvP/XbPcJgYQiCkQskKpTI+RxqlaZwh1B3M7d2e6B23H21YrQ/ELH4EsohVh7xyruCo/0dXHoyQtHl7/5aQRz599W2u1ldcrp5iVabVQNtCYzHOkVE1WyPKoIGjMuN00oXoJ8IExoinRVEFoqJEhc0GE8UHQRuZqLWRnbmxhZI0xYpKhxo7VSoMF5UiaI03ldRXHzQUTEp2JGkqFF9QsaCzwZqedvUMUzrYT8jT6SgBYhyIkycMB/KwFfQkHChxQKURVcDQAHMUeYYSauvpMYIy9/NmwmlWNXZsDnqrIREnLsP5hFBO/3YsDGo75pzTwAndqGXcWevhvECRr8xxwawL4Rc8jPJb6ihLlrPUp4LlnPSm9AfPs7YaWzQ5ysLad70sUtVEMASPnwZSjGglhMHLyxa04hAGDnFkyAPFFUnZXnfoogmjJ+vIZy+/i2s0z55eo0tCYejdAtMtMM0a4zqUFokiysmIKYWEIgJTThyC526zZUyJy6sbFqs1XbficHeLPxwwVYWx+PiCxjiWRUPOhBSr38fjxavkjA+D1J2pbiQKR1fSI2G4umZqbWrxWvk9dSKXz/IaTeOIQczAYgzVAM6dFSLCQclZeGlKidIhZ8nniaVBlQZrOoIaiRimCHZMFBPEDbqyvY+GjQZSikikqSEjZNpUzHvjcx6eJ5l7yZn7+3saa1j1LVkp1usLclZsNgOuZPrGsF53tL1m2VlU00K3IBZLKobNw8A0Rg77IIhUttimoVsseNhuedhuiOEzctpwsb6g7zo+/ug5q9WCZ8+uWa0a1utW2ox+YhwHlJKMNEoh+FDJkHOqtmLywj8x1qJ0deadPaJKmaec0/gu0MZIo8D1XY0ZUKzX17TdAl0eyEzsplspWlMSddruljZP2KbgjLQmJ5/JLtM2YhXfa0cylmwMu/2BVDTX6zXGChLWdR1Pbm6IfuQQJnQRTxtbzTNzjLTG8vHTj4+tlM12w2EceLvb4FMAN4GKtCbj1obFoiMGWT+mUa67MTWU8uxYLZes+rXQCVLCB0+qhcaxGKk8FGulWJtblj4EcsqVkOoJOeEnzzAc0D5gcsQET4gR7VqycgTVEPxYow1ENvzdF6/oO8eTq4ZWZ3oV2G633N098DAmfDZcLRXaGpq2IeZE69sjj6kodSqWSmQaZB6KIbG+vJJNnOULPWD+e8cPRYGilJBhj258NU3xNJHJ85AyRzc/nyI+14j3utJkYJaSKF0gycQWqstkqjCcUrbuFtKv3x88W+0EUBf9/X4YeHN3R86w6q9BIRI9Ne8S1VElojVVR/6hiyxASVH8ThDnqplsJWxwgc+LFnhT6ZqmazKQ0GrO/1Goytw4RdorsipSd+kawKilEIxUOXYsgtZmhDtSQNsW7TLGmdpPBUikkEhhIoeJnCZKmiizL35FEQqnnbEUBuck1/fO+/zzvKs+Iha14Kh1xPGqzf8GPNbw1AJkHkjvtYPK8efl40i2VWfciBnVkJ94fKdkwJzKmlp8zO/5GFB3/KtKzuV9TE4rMJq6VZfJIBbiJERCYSbKzxojBl7aaHHpLUEMBGsLVDmFsiJDN052RQ+7Dbf3d7x685ZVb+lbhzINxkkUgXw0IFqU6jybCSXhk+cw7TlMB8lIoWAbUf4YJcmxOSZBzmrLgkqYlfoz1cDCDxOpYxAEZY51V5wMKfPsg1MEAS1akbPIM2Oard7TcWyVwpGDYYuuw2sO1RSkYx5yAqCWeRCf7rV2KO2OvISjKSTyemQxTxTwrBxzAGdDSEm5M+QiCADvjxfO/pxSUBTT5CnJ4IzMDa7pKAjBfrcfCUHTLRq0szRdi247TN9TdENRDqMb/JTouyTckCjvQVmLNQMKjVEWqx3OOKyVD2NMtb8XNc/hcMB7f+TadYcREAQiz5dKiZdDwVbUsc7LlcBeGTFnD8f8eCp660BJwnREhnRnGzrbEIOhJCU2BfIIknMhpohDEJeZ9BtzpkRpJWlVDQ5lUmccBwqa6/UKhYgDTPXxAFloZzO4c58P4SUZUkroLNEIKYkDsSglA9pkbGPROpO1RpVMUplkJVYlU2MUzu6zc45+0WODJeVUP1fEJ5+FlJ5xOOYCxRoxBGxSlqDKYEl5jTEJXETFkXLYEmNmHA9gWrAyjTTO0rUtTduKwV+VN+ecCFlI3qP3xAgJkSQbJfEWLoSjF9Gjo5zUiTmJb1AIQVzGtf0/b4FijWHRNaSUZZdQZHGf820SipBgGKuUUMNUIvsUSEcAROBw1YCyUiFEwOeCjkJuso0TsmCzBCVhfLFaM8+BaycHA8SnImdUNlil8GMixoGf/6X/nWdPnvL0+ktoZVgtV2z3Ow6jZwoJYzNt41j2LatFx27nMOrx7hIKOQxkH+qMLfBv1qC8kCdJGlO0CJZSRhmEYGnFh6JYWxEUOeZC7SThrA+v1qhKVhyTBB3mSQoUk8SLJSdFUWtU22PyocKdskOdxoHoR+J0oIQtpAPkEYo4F87k2LqWU4r0wss8qfNegXa2pmek/aHrmn7OeRUTN3X8fUHq6wSpqOkBtaxQc5FCLYxEvZGUqjlCkrSr5vZQrSDF3dS8V6BkZt+V+byMEhVDrq24MktqjwXa/JPltNg9HuTiAFughMLm9oHsE3EfcF2DaxtMK+S/xWIhxYEzpBQkcM8Zlv2Cpmlw1oIT1r9bafzO883Pv8Xb29d869vf4v/2W38LP/L1r/PJV69YXDzBuCtp66im9u2lNZQpPExb7vfv+MaLb/Dq7Sui9mAUTW+xVkk5UzI6ZYbtSC6FMRYJ31yvKkIGVlsaI/DwfKQEu50UqtKSkduVleTkFGTsyLMhJNaZ87EfIj4khjyhdGG9NDROsWgMbWvRnZFU4SStykipBUoNNcyZlFPlIQkia42maVco5cgYjHV0XU/TdFgnaomCFiL0nINTdygxJCGctuLkGaMUUSKpn+GEszZAbRflnNnvB4aKWGhtWV0+YRoHRu+5f/1OrnHbcGksN+trjHOCougGpR1ataRUWK80IWQe7gcOh4Hbd+/YbHZstlt0hkXToYrwM+7evmO3sew297LZMZn9fsc4TvhpEq+ZqgZq2hbX9HT9iuXqkr5filLIiqO1jGkxGIQT0nw+xBtr+Oqzp+QcSTkRSyFSuGh6nOl4cRsZQyBZaQtqbWG2IKjtaNd3hAy74ClTQaVEThKFsFxd0C9XbKdE0/Z8/PSKQubd7QaFxhnxt7J6dhw3lCR5SculjNMQI95PdVMgKcudbbDK4KOUQS5pMomkAkpHjM60jT7Oz8tuxXkVvlguuHl6c5zTY5INc6ouyzHGWqSk48/MqEqYvAyvOu9pVRjCV/BpZNzfM+03fP4ff4Ew7bl9+4ZusWBxccXluhMu0foZXbvk6ukznFN0zcCwe+DhzTs2+z2b/YDXPVghDmvTsF6vAdjutkfUZHYOL/UBnX1dSi3iJh9QVZ78/R4/FAUKSqrcEAVmdI0RSNzp0w0sCqvM0YFTASoXrAZlxI5ZFXHc9r5wOFRzJCDHLB8lU5TCNR3a2DMexKnKXi4WaKWqaZHIdp9cL3ly1ROqH0Gq0qtUoGkaFt0FPmW2h4HDYSTFSL9aSphT1+Ga9ouABMiyI4UG1CzjqwZjIZF1QgU5d4HHFVlLRaZVkv1nUadFOp9OqKhqYVxAZSWcEIWEkKVE8mJgpqoxW4lKDJqi9J9zKrJjzpEcpso5mSB7SvaokupCXt92qeyLUl0SS5XeFlmw3z9O9ignxENxSijWQjwSBddMWK7Fl/y+qrtb9bilUnfq1Jh2WfrOd9ZSDJUi7+pYzHFWoDxCa2TBUXV3Psu6lSqnWkguQMVrzgrcsyMmaa3ZbCo8riCL540uIuF1XYN2hqZxAsGHSbJN5utilCyaITIhwYGpJJKS7J5QImOcuN080L9+zZMnz4lJU1hgbYMyiVQKIUXxsSmeF+9ecPvwmtf3r7jb3VJsqUOxFnkpYqpybiiKHDNhCJAgVCRCKXV0KT0/75QU+50TdDNl8fjRqqpVFCkJh0QFR0FCWuaYgtFDiJZDUqByDUBTpE7TOmiaUnfF6dj/nz2HUiUixhhlUi2IBbguOCuLfsi6QvZib8+ZCdlcJOXZ+JGZpyHIrlLCA8gZCdrT77d66mZEGZTOKG0rpB+F/GkExUpofJL3th8D5uDZ7EZMk7ARikqAZxiCqIkOiRAyu+2E94FxnKQliPAgijEyB8aEHydi9KToQSXQqWbdeGIlqbetOHBrI66/VGWXSGTmJ6JOwLVon4HOkxmdHMYYrtaXhOgZhgGd63OWCpEg7Q0ayIP08yuBWZRWspjvp8jgI7pfyJxcBL1l0rSLnn65ZAgyNyk1G5VJ67ttHNZKZEHXdVjnRD1pNF3Xk3PBe1/T4y3LwyDxCEFaHj52KMAYRcgBnyZKNSg8oQ2a1jwmjMba1pl/RiktBGFjaxHoapJ3LVBmu4JciM6hSh15SviTXe5IJRCWa8b9hu3Vtxh2it39Vsa0DxIeaS1NY+n6htVygTUFlQdIiWkUwnTKheXFBe3iiidPnqK0E5JwShhrIdZnZ77X6mzuUqq298yvgxF+b8cPRYGi6kIUfOIwBBatw2hL21WnvJCwStPZFuNkLXdKozO0TgvtKkmBEkfYh8Jhn2hX4BpF9IVghZ+SNVXV0B2hZkURrxJj+cqXn2OtxodAChNhGvhNP/oxX//yDfe7zGGMfOuzl0KuA9rFik+ef40pFd7ePnB7d48i8T9d/kasW3BxecXtZl8h4cfnXeJICYqcxN5Z6W5++kk61JHi0EkWNaXFbMfYKIhDKgL71wny3LV2hmWl7XXCJMKUZIEKYgCncxFzpwDTmIlBUlNJEcKBkgMlDOQ0QRwgyYciIjX2vLuYP+DYoD6amD0mER4vgzr7qiIRCoGljbXHazHDjo+WgCPUIuhKmaW7dUdfU0gwGOGKwBmMXdBFHa+TpjqEzq87QzkzuDwXQ0XQE1EszUhL5UrMy/PcYnqvIh2nyCEEllh0VphijgWeq2ndy4sVbiGppSF6trf3UihbVR2SFd6L6iO6ImeVZaeqWkWxhagTn71+we3dPaU0PLu540d/zNB2PabpCDkxpglfRkIZ+Y+/9h94+fYzfvnT/8roJ2h0dXYVr4g8KZyRYLlt3pF9IvmJZCJ5zDRtS9v3ZFtEaXZ2BG9493ohC1HJ2MZgnEZ1LRiFDyMpZKYdpKSJUQvMb6WoyhT200AqCVSgdXC5gIs1XF1CowPWRFIcZX+fqydQygQf8N4fC9TWBJSGrutR2lGCIUcrGTX6tCgr5tC0clzI0bUwLBXBVYoQEjkrUQUmdw4KMhcoykgyumlaUgwM44grGZwiYIjKMWXZ6b/bjAxJkdtbXCf8kpylrf3wsGccJu7e7Qg+4X3GGEvb9FCgtY5c54SUxBzyME6iaEKQpFRqjlHNDjPGUHC0qBo612HNAqNblHJIWraqu0NpxRXm3f7cjj89kc42fHJ9xTiMvH77lhDBR/A+kNiLj1Ox7O92lKzEpRUJOPSpEH3izebAMEx85eOPaRpDoxNxjPid5+rZUy6unvD65QM5FUxtYaE1TeO4vFxirai5FsslzjUsVyusczRNS0qZcRwZhoHDYQ9a0y+XhMoDEaRDkI1hmtjuD8xTp3OmPhPS0jk/73Ea2OweaJsOYyzOdWhtcK45jpVSFWQicDuNkpKrQAF1zFSaHZMphXG/5fD2M+7eNOw3L0gxMh0GdCtNuK6zrNYLnl6vUSWyv39LDhO73YZhGvG58LXnX+Xm2Vf42o/8ZjIK44Sk/fLVawLSvlFVWVhhHKlVjMa1rRjCqQ8a39/z8UNRoKAKyqQaA69koFlNjlWNU6t3o4QMGzMkr8ihQqp1K5ujyDW1VRgHBkNjhKNhqptlyrLT1Roao3h2teTrnzwR+2href6la6Cw3e3I2VCyo1s1JDvvpjUfXV6zWq2kIIpRSE0K1ssFG/9A9BOH/UGqXCd8gNXS0TZnM3gpYnCWC1qJOkIVkZcWpcQlPkKJui59WngkaOG5KOFApHKyAX+U9qtmZEJ2oPNDlbxU0HH0EkaWCzlIYRJ8Isb8/23vbWNtu8q67994mW9r7bfz0tPTFloLIohAoyi9+/iI3qGBEmJQ/IDIBzQGApbEFySKiaB+gWDiBw3Rb+IHg0oiEomaIFAIWqogBAHtQ7mLLbSnb6fn7L3Xy5xzjHE9H64x11779EAr6jln957/dHWfvddcc4055phjXOO6/tf/QvoFxB4Tl2qoBPWcmNipgpOkzF0xObxjs5fErHac+jqc5ZJbxvofD6/jJm/nNByCIZsBF2RCrewts2YgDd8Xs7GyQNIC0h5JStXOKK3GcbMdseK32sxVGVaZQ5PvQcxcG7v2IKccaloRctcu8QIfihOHjz5noeSv8Y5y2uDrElcXiIUgka5fEvpeuViGrFZpVnLmkOi7JUjERh0vvrH4wuNrT9ct6faX/H/3/DsPNA/w+O4eZVVjypIu9SziAtcYXGX45qPf5PHdx1iEjj6F7BEwVEUJgqbBB42nNc0GlW8ojFOPQFByrDitMG45nGJpjMXZOt/nRBRDigYTNYuob0U9hW2/8iYhKVfI1irZKaqqbp962jZwfq9juufY2LXUvqewEedarE0UA0dblHehxeR0AbLVEovJJFMN2cSoqaQxRkwXCdIxqNBq5es8QJJVzlCKpCxcpnaqwflmVbTtMLKBa6AoG5wtAKtFHm2BLQzOeOrJJhJ7bNGQbMGsjdjQsrfo6LtA30dmsyV9F2kXERGDL0oKX1LXtYZ8k6hnJGdkyEB4TJEu9sqJkKxvklRBtChKJpNNqqqmbjaoqgneV+rtYW3B0olJx6GYA+fK+nMI9CFw/6Pn6LqO2bLPRlGkamqqakK1ZQjSs7toVhlYJi98ZV1TVTUnrjpFu+yY1A11U3L8eE3sAv28pTnWUG5oSnwKBjvVorLFRLMmq6ZiOmloJg1VWeN9wWQ6zUTQgiSJsq5ophM2uy02Nre0yn3XEbPXIeXMli4of2Pgx0FOC+77PE8cXHjbLtjdFapSvZRVFXDWU5YHhRyHEg+S1o07AJe3chqG1khhynQDSNZSb21TLc4jxpFE6EOX8wkSfdfpPBF7SB2L+R7dYoaEXgvKWktTN0ynGxRlnUOfOo2ZlVHkDtpp8mswmzKvTIsI/l9toCSVV8+iZL7Ql4qfqXFis4HSx8FA0QxXhp21qOsvBsElfbicUSMEYc1Aicp7MELpUAPlmuPYssYVBceObxJiryWvTYG1FdVGScxpzxbDqZ0dJpMNwBBCYL6Ya92E6YT5OaELLfP5DFuUlN7R1AUb05KydBdcdq/Vg02X5wJ3sKyFvGCGXLFSTE7pzLaNGbQ+UuZVDKm1F6Y1D0ZcFj7qI7EPxEUHKWFj1Bh+HzKLP2LCElLAxmWWsVfjRGIHokaVGifaZsRyQESFA8MkXXSxHsIi5oK/AVkyOldaZZWfxErCbc04Gf6gRtLgiTG6yPULiDPod0nURDzYGuNFaw5KDh0lNeZWZtNqK3zBLJwOUogHjQ3MQe2ng7ob+R5c4C1zyeGTV6Mzu9KsdxRVia8LXO1JThAJLLtWJ0NJ6go3B6nSWgzR0rWBlHq8UdVh3xSqiTEpmD26x3J/xvlHzuHwPJrlscU72tQxizM2T06Z7jQ8uvsI8+WMRehIkijEURhDWZT0y45+0eFMiRHHpNnAVoYNV9J1HY8//jgYSC5hrBDt4es2qIEiCCEF3WYkgwnqBg0dSB+QLpezQHWDkhFCTp8Wo+7/LvQs25bH9/eoq4K6KpiUPaWPbG/0lEVis5RVRV/JTFn1pLSUpsMZq1XTjRBCIkXlKaWoZOE2RBV1G1ydljxpSw5DRJJ4RJQrkzB411xk8h6eBV3Ni7ImuajucuvAF5pN5YRqugUxYIsSMZb5MpKkI8SexXzBctHStYEYBWcrvC+o65KqrGnqRqUJQmRu12Jsohl9MUa6tieIEFdj0uKchp0n0y2qqqJpNimKmqKo0QQCFVFTbogckGQz6fdC7wnoxvCRx86pDkhKCC1Cx6SeMN2csHWVo489Dz3S0PcBSeS6W4ay0tovJ0+domt7yrpgulFz+tqTpNAT2gWykUhNYmotsXfYDYsVR9EUaqDUJZs7W+zsbOOsx1pP3UxyqHhtIySaPDBwRLquJfSB2WxGCIG+1Y1BFMlcpEjXaihtsZjT9h2P7+2tnvdlu6APS6qyp3AVoYl474mhWi3uLheMHernDCrJQx8mOJgv89TmnCVhaLa2qGebYNVIltgTRQth9l2bPUA9EluWsz265VwNFITCWSbNYKBUSD94ibLBadYKdw5GCoOhou0bCgk+gVD7FPG0MFBMJuYUlfIOtGCXoWt1EBVePSldSAQD0Rj6KPS9LpTDOqg54ZaqNtRTS107itKoAqpNLNoFy77LC5KQiBSlYTIpmG5OKMuKybSh7RznXclivuD83oz5bqCqSrwtMTjmcUmyhvO7uyCGrWaDylv85pRzdc2ynfHI4+ewrqDaaNielDz3+lOc2tk8fN2pw6SIlY6h0N6QlWRiQExB6jVV0WadC5LV8qLJICGpa92zKrz2hL4lYbHY7EUJrVrd3XwOWZ0xhZAHefaQxF5jIbHT2GlokRSQFFbWhUlDaEXd4wmTeRk52yjpJPkEqXtt1GGbJWdDiOgDSF4MVnMKslKQXX0EdBJFd/fDOfp+jxjmtHv/BxNn+LCLUBNNqxF2Y7FSk1xBSuqCVxqPGsArDgxmzWvCqkop2XNlETXWSPQ5VHMg7vfEh9mLo5DB6Er0g8llBXHK++hy+uBytliJ2ZnBSySahuVdQWENsS8YlJat8RR1DdbS0hNcIBVCU9R4POcXZ0kzYbac00nHXOacMMfZ9tvMFktVYE0Gi8NYn70bgdjr/XN1hfMVRWVxYqiitqusSoITghHKSkmOdi0NMyH0ElfEXLUMbeZDaYUXLLjKrhYOkpIKQ9JaMuIs1sHEFTr+YmB3v+Wx8xraSdJT15GqEK7d8UxLy/GNIgtPFVlfZgg5CstlIAGLVid1oioYuwtsXL3lB+Ruax3Ol2BrVVnOekvmgsylYTwfDFXVsbDO4Y3XInLOY73kEGuCGFd6JmVVIkR8ChhKnGspCjVQvFO1z+l0k8IXlGWpoVqBoiqopIJWiY0JQayhEM0kFONWonabm1tUVcnGxjZlWdE0E6wvVBNqyMxS1132Yh4e0zJsOtaeYWsN09prxgpgvAHv2DlZs7lZ0po5berwPmcJpayUbBxFoVyK537vs3HWY4J6JdMyUFUN2ydPYLY6zKRnc3tPa0W5B0jRwrFEtA1zb9hwE8QrL8jbYjU/mKzrgVGPnBCUX2KFqi4oK4cpc8ZNDBijwo4D2VqCho9DFzi/t8u5u798kCEkEZ8SqY10xhK7Xax1lEWF846yKHFFqZoltsBYS13XmqmXa+kMKq0HGkrZ0xF7qqJhOtng5PHjqsUTO9oAvRhS6ohhgWWO0CFrWZXeav/Hbk47e5y9c4/SdpHz584zn81XiSGqTuxyrSu/8qSAUaJ5GDgr3yKl/knwtDBQMCZbjQYpBv0ACEF3poXPGoYpqdCYsZmBTHYnoIumGWTuLVWpYSKryTCI0bzzPvSrHblIwljwXhVoq9JpleDkKaxjEaGd96Rg6VuYThzeG/q+x1inKXtBC+YVzlLaUitxWsdsscC4nnpaUZeWkzubTJvq8HVLzGGekDkO2dRPgkTyA1Wqa9UVSnYdDslKrSIGkUiyicNaH7lrRUMkmsRjiH0k9T2x65EYsCEi2QKX1ILkAoAiK0NFQk4pHlI+Je+kJBsHmXsyeA+GCXqQtL/oLV99gOw+zp6gGMBEJB6okRxwZGXtM4NfTduSrQlCmBHDPqE7C2EOaYEQiabA9FNsP9HyARIRW6w4J1atrhxKMTl8RE4ZBsStnk9r1CNniUQSYd0wkWFndNiFYjHYfJwYQ3by0RvVYUkWQqcCTaELqo/gXO7aVQfgjNYwsc4jaGaXsR5bqkJpJz3BRJJLWhzOOJbtgq7vOL97nk5aFiwp546idXRBq9caGYh6KkSWYhb4E4NxLqtWFrgEtovYIcvI6kRvCourPOurtaCGSULpUiYvFpIJ7RYlVBuv4TIxQkQwKZIkKv/GChiVzHfZU9F1HXvLBfPlnD70uCJpiSop2W4ctUvUleCczTvlQZMC+j6R0EKCpIhNKkVgxazdugNDdbivNnPUsF7l1vMOU39ccL8le2HyvAYaGnHWrQwU9fAkKMpcnFP5B86XGoKWkEOBFgikKHhf4p1yKrzzqkYcNVPNOtVg8km0UKfGE5T9ZT04NWi890ynG1p0sWooigJflqqpcShUtcY7MKv/5Xn2Is+zQedOUU6gKcFWhmbqqaaW2byni53uyK3J8gcuGwMG5wwnTu7Q1DWyENq25+zj5/GuYjLdxE0W2ElLMYn0qeX8ckbswU4KDB6xEbxoOq3zuOHZNiarN+v9SZnAn4gkk/BWBc4KM2Te6ULtXJm9ZmCSelpTQMfnWgc4Y/DWaM0jES30aSykgI8eIz0p9cRYZgPFURQGg9d2C8SgVbh1ETjIlJLU46yj9CXTyZTQWUIvmvochjsUMdLrvC0HIVZrHQ6IsafrFizn+yw7FbTr+25loKx7T1aenYEsmzeZKUYk/eczeOBpYqCkKHStMsHrSifqkKDvlVjkC92xxBBY9IlFSPTLoIs4rKgBWkvP0DSGycRQVgbnYdaqkXHu/Hn29vayWmFP13fs7805+9gejz42wxWeZzzjGry1nNzYYGIcDZZotG7GbDHTom/zlu2tHbafv8WxzR22t7cY5ptUVLRY2m6BtUFjmylRFRs4V65dteQQT0dknpVFewbZ5GgKJBWIcVibEOcxRkgxxzQ7g8kMfFuokqh1yow/4AEMcu9GdyZAWC7p+5awnKuB0gfll6QWIzMs7SAigcThZ06lFclGlIXksvGRDRRr8qZqbcLPKeAXrNWHlm9D0nhpP8NKxJlsqORdhRqT+tAMVYxNzvBR1gM5M2VJSC1df56UlhSyxHlD6bdIYgmpJbZnWC4ewxQN1pZU9Q7W+py1kUjSU1iD9ZZJUVB5S20tzkJhsnorKfOKPPttxzxGvpkmzFOBmIpvtctIJpFsFs7L7ncNE3lCSpguEJc9EiKus7hkD8ibw1kFYuwwYphMazA1XUoIls44Qt/Sd3NiahHTU1U1hYVge8RF6s7iooNgIQSW8yXSW1wyNGiF1Ob4cS04ub9QzpMDUzlM7ei6gKTIsttT8uW2x5WWSeXwdQkFrOomkr0/hcOp7Ze9gEaF1pIQ8j22rlS1aIRKHDUl7e4uy67j0cUSsYad7W066ynqhiIlytCRKt2lLkNPFwyzfhvnHbOuWCmQ7u0vaNs5lW8QLLZmZcyqANkGuIpk3EB7wsuw8x7upWBdlVM1LWKyKmw2Zr1Tj9DKAzN8KnsizFBmweYyBc5iU8JYi69qSEq21jTprNnhPW5S0tSJtu2JMWGNwzlPU0/0/EmIqAqtKwtqb6kmE10oQyCKpkJjvRbXy2nFTdNQ+ELl7r3DF8Uhb0nK3r0hC+7AOBnCmBc80ICznq3NHWIMtMsFRV1TbHrSRsd+/TgPP3iWxV5P16lHsChKisJTlSXLbkkbZ2yfKLBVw7HTFZNo8VsTvDSUsom0FaTAZjVFXKApF6RCMJVnUhzjxOQGJuU2TblFYa1Wk86GlXWqURJCS4g9bdhnrztPG5aYPBZi7EEsNk2AiBg1YoREMpGEECUy61vW1aRPnDjFVSeOZQXzIdtPNIyVNXq6rqXtWvp+P2cRbq5SvHWqE3xW3CV/Z4iJFALd7gxZBrabCZ0ztA6Mh0oMV586ztb2MaRf0LUL+q7VEJsrMdUG1k9ZxBqZRTrO0QdldpGLK67NTjkTLmajRfViYrB0rWAk4t02RTm56Nz27fC0MFCGFFAdTAYXDRioigJnDU1VUhWOwnlM36n7W4bxl9PdrBJfrQfnVdXSZZGyoVCfy+QjUFdf6Jb0XUff9bQhYZ1jPltQlQWVUUu/yMXKUoqkoK+yqKirho3JBpOmoSoLlYhOSnYK8SD1cZDjP3jY1687hzVUxx4xqkwqHGSKSOzRslFZlVaiupXX0nolu/rJu9SLGSjGRIyBFAISgp43h3ZM6tCqhR1GulUmjMT8M61Op8ZDvl+H9soHX7lmzDzJfR96RBImtljpcYTsScnUWMn9ooEOjex7zQpKWI0Vk6Cfk+ICibsgPWVhKbyjmWwQQmSxbElhSermKndtyzxxF8ohJkHqMU7LLRS2pDKOxlh80h3WMH2XzlGlgmUMuJggVSAHJRPWN5wH1yqr60mDZL6xGDeI4g28HcHhVvwHzFAreS0MJlB5r2nHQeXOYlIjKEhAbMT4RPIJcVHTyUUoSwu9pY8WssvaS8lQft0bS1F4kjFa+l2M6uc4ECeIiUQTaCVoeKmwmNJhSoc4rSB96KbrmqweCURrLpmEGYjMeWch1q4qR6u5a3Lxu2EHb3INInVHD+nBXrzyskR3495N1eDEEelJqV2JO0ZR8bGVYWwMBjU6xTgk31+lW+RleUU810k7NyV7Rg52n8ZcLI65Ojgv/gdaE8O5IYeIcjhRv29Ie9eMJhyklIUbc00p6zVEkiTqfgGwzukmZeBuFZrmGlI2xJyGd6x1lKVWMHY+Fxy0B3Wn1kNTeS++fjv51g+1rOYELetjqWqH2ECQlpB6ogRMkUsJ2KT8IklZAVsIsSMmiynVw1CmAhvA9qLFBcVT2U2sg8I1KGfXMSl22Jrs4F2tXioT1LOZOu0bo6GnkFq6NKOVOW1c0MaFemsRUuogOWzUjBshaPFOkhr4JAKRZfYiDyjKmul0S4XmzODh1pRmNYp0F61FA9Wb54x6DyV79lJUjRn17qhisYSUK2iHHOLXiubOlZTO4YzTYn9VQd+ezyrUvar0GqPVnMspxpWAz5wpwXm7Kl4ra/dOf6z/zBvl0NMJpLTxLe77t8fTwkAZ5nJnVOvk2MaUyhW4kzXeWaZTR1l6mkmJPfs43fIcpbPEnO0DECSoemwR8ZVj0hSUhRoqtp5QlRNuOH0Vp08co/CGuNxn/6FvEPbOYdoFfaux04e++SBVUbI53aALkUXbsbs/YzZf0PiSaVXzwpt+iJNXneLZ3/0cqqKg9obeeHosbd+xt7uLw4A1zGZzzZbptcbDOobU2CS9klEH44ScN288xiwwSY0nTCCZpJOpcaoq6kFC5qe4HMcUWGkXiNZvUO4E0C4hLDDtDFKvedkScmhnmX9mF2PMsXQ5MH5Wd8ysh2/ysqJfOQhJsLZcr93s7EIUYFiwU8J053CyoDFt1rNxB/UqsoCWd0oyK9OgBGyJEgkSSN0uoZvjabEWThy/hunGJtddfz3nd89x//1fZ7/bpW/3sLbF2hLvDM4WOOOyJ6ejTEIdhU1XMTUFjdHF23R5R0SgnyfmCI+Hir1U0lZToqtWoQE40FEZMIg2dX1HlESfImVR0DQTSD0ifc7GKiinNRZDcJFoEz09iFFdiKjhtmmxgSudynHne2UkguupNg2FKbG2R4iUhcEEQ2lrlgurhmkrtOc76q0JZVERl2125argWT1p6EJPHwLJBkJakiRobo3GDTCFJVoIKRBbNcKDT2uhsERV9kA2wjOPJqZICmBtsR450H7KK2XtSmwFk2kFhaPa3GR3Nufc+fNY56iKkrLQSsuTzYraV5w6eR3OG8QHjN0D9ziuXFKYiKu3sXW9qgBuc7qo5FBhwKjxhBwqZ3BhdpxZM07WX4eH+GCUZG0Mq6mdKgy4MlW1PhO6aTLG5efiIExojMUaS1V5DfusnS8Z5a5gLabwuhAYdBdujIZmJYfW8ncP/IKBi+KKXEQzJxKIkNVCBzd/9ugMv2fj8mKEyRAC584+hq9hctJRHks0J3t22xmL2YJyGnG1cuVCl1juzoldy2JvwfbGFtNqg74zzBYd0xhxpcGccEic0/cLTGqwUnNs6waachOvWQWIFZwpKG1Dnxa06Sy7/TkWccbjiweJqaO0yjWzBvW6R+UxijdadZlAb2bKTYyZW4ddbRLbMNdUd7H07ZpHCSiKmrrZxiTVhZKceVf4ajVVhhiIMWiRwJRwTsOcy+WSvmuZLZUH1rM8UDdPgwETEIm0yRJNDVXD5nSLspmwvbVNVVjuv/8BlvM5s/19YkiUFuqmotraZnrsFEU9xRQlIQS2OxUcPGsf5aA21rAV0LCPtx6HxYjQLRfsd7tMtjaZbG4+4b4/GZ4WBgrG4IzFG0tpLE1Z0hQVVdlQeMdkorLbZempfUHpPGVV5Ocz6xb0SVOHvaMpSiZlxaRyFN6xXW/RNFtcd/o6rjpxEuesBgdCS2mESeEhhyZqaygs+CHCZy211R3l9qRmOt3g5IljHDu2rQ+4BzFC3y+Ydz2xn0NqcWWhEsSiKhw+n/dCHEimZ28BQxZOBIwGPnGI6fWBzBMfBjUGYn6YbN6JHOKhpNX5ddFMpL5XImpOTSP12UAJ2bDI5x1OMXhDtLGAyaoiQ4w6kznz8Zrds26gsPZzdcNXdBuyC7mPyoUpWeKs1wd84IK4UjUlMhnVWpChoFkClwTxjsJ4oqjU9cQWNMZTJEuNZ8PXuCZQJfC2xloVOjLGKevfgLcF3iQKInVZUBaOwnvliARDHzr2FwsWoWfWd8yL47SuJhqVSz/oowtvMquiYCEXR1O+qMV7VRuVGLHeY0RVWdWlkHd3aG0d0Q4G1CiQKLmatcpreW/xhaOwqq1itBiSFgw0lsm0wBpL7COds/TJ4K3DO0+yPcmYHHrSYaQ1shJGNCRjjHpBrFv3CAxeIThY5YbH2qzaF8Vm4p/kOliy2qOrLwz1sCQdf4V3GFPgnPLO5os5e/MZ5+cz1WdJidJ7nLPUvqR0niht5m10lGWH89BMSqokVFWJc/7A42oGD956avzFseKR8NQMFDUu9CPm0F/XvkUGr5hmq9tsBChp22RumcnqnsCQWWNWjyUY9bK4VUhNvYsGXbiBlWdmaNAgcGayzL9mzdmhSas2DM/lwXKsXp2hOeuihNoUQzUpKCaWZrOgqNRjXdia5AxMvI4h64gllJKQzoMv2NzYZNpMaKqCqsjqRZnjJnjElVhbYqXIBpTQSUuSQB9bVBytoItzujRnrz9PG5fM+/NaIdiox8BlzzNiSLlUgnpJYqata4behXNTokck4qh4YsJWLpcgw3Mgq42KWfVh5sFYnb+1f7W4rBRCVTX6ecDlFHuSelAWYgh48BtasiAknBQ4cXRtByHlWkpanNY5S1lC4Sw+8wZT0vPFQQFbBun+tTG9NrYHAz1lscOQn7fvBE8LA8VZS+E9E++Zesfx6QbTpmFj0lAWnklT53CGYVYtmJdz2i1wdUByPYW0GymdY7uuODmZcPV0ys6kYVJWHDt5LVvHruKmH/p/2T5+iqpyeBuxYcFWaYmbE3UBGw3pWOdUztpaOmDaVHROuPqak2wdO86NN1xHs7kFRSIYLWhzbvdhHnvkEdrZwzjZp6k38dZgY6K0hs3SYS+wUIYoiIr55YXIpIOdCmgGjU0IDkyv6pKmAFsNKwgSdcJJJku2W7I3RnOVTdaFkBQJ/ZwYF9DPQbpMjM2LRSZFrp7Q1Yv8AGXa3Jp7UDKpa9AbNDIU0NPrSTzhiUY9LpkMZhxiYL+NmK4jyR7TesqxnWtwRYkvS5rpJkVV03czYuyJnZYKj10k9tB3PTtVg7W11rUBKlPig8WeW9IEw+n6GKbeghOJ0pc461gstaCh8yWFL6gn01ypuadyQmGhLEoMsAwdy/3z/MeD5zm7P+OR3V3q0xsUOw2lrbG+XO1aB8/QOkLQlM+u69T2mFaaZlwWSDKkZLLr11DGAkmJtluqmzj1eSEpMV51WebLGTYYJptbmplktXqr8w3eJJxJxKXulgrnaKqSk+Um/SKwWTbsLjv220DtK4qqpAs9ycBy2WK9klJ7Aj2687MYKltijaWs1IOlHKCUnWaSx8Pa/bYGW5WkoDvTMOjtCCQrDPlfDuWaaVjcgFimtaYnz8OCWb/k/ocf4dG9ff7PQ4/QeM+0KKjLkklVM6lrjIHH5w9gCHjfUrmCqqnYqTcpiy0lTaoSymFbxLAyfIfRefjOyXApwFo6ph1CMU80UFZE6/yeETXukIPeGez3vA1hUCrKyeQIFi1GCUO6clpZJ9mzaZ1mwbgD4qaxg59zIOgOx8dsEpocDnJqzBj9rsEZOlTENlnpddBjHhZaM6g2y2EDpSg9O1cdp5x4JscbJPWk2LFVTKESotfQhYpbWeRYAV2B7WrV16lqmrrGe09DiY1GCcwmEUzK4SgH9HRxl7PhAdo4Y7d9hEjUTWLU9OwQW5JEnKkwGJYm6Lh1KqhnjSZcrFccTsPNd1bDg7QYKTHJQ2wxRqjsVJ9DDjzhxjpwxSptOYaQ+XORQRF7KIx6sM/TvivKmqLU61d12Ry2I4dWuo5zj+/TyQQ7fQZhuWS/mxNbS5ciZXqUwnSr0gVl1aBBUvUY0e/TL/cISUjlhBACy8Wc0CtZmZTNTJM3EytJA930t21H13d0Xbcm1f+fw9PCQBlCHYUXGgM2RWQoCW3UiiOHGpwxTMqanYmjKZXnYUTwG1vUhefYVs3OZs3xrYZJWVL5go3NYzT1lOVsDulR+rbjsTMP0C0WNFWFPXZcU+yGid57yskmUQy9QDvbp1/O2drZom5qFnuPslycY5F6FUSzwmxvl/3dPZyLbG5W1EWuSyJQWqNuWmdZt0M1JplWKcCrB98euDEkdbpbia0St4zJxK5smWMRcaTksCarUGWuSpRuzQrSNOEQ5qS0JKVulTps1na/Zm0XMPAdDvgkOf9pbQbXVqgOxrDbUm9Qurg3gfxACFnwSH+JpgDjafuED4EudBSqVqQLurP0oaXvFnTLXVKISiqNkRQ6vNVdo0VDhU01pXKGraKmFUMylhhaUlxCUm9BajslNrsCKSqMtZpWFwJLAhZNrxOEZejYne3yyP4u+8uWRYh4MRRuIBiubZmH/jy408So9TmsV96Ejjfouw5DHsdeXfiLdknsA/v9TEN6XnU4hp1MSonYdVgPVaNCfSoEBuIiqe/oQ2R+dknqBSkdtnKUGzWVhcY1uL0lbt6qAeY8VV0T0To2kiA5yRlKAZfpMb0IRiwhaLaGFjLUNOs+KME7+bSiLSSxLENB6iNdGwldIvbKi0AG9/yQNZW7MRvHfYIoif22Z9FrVldpC45vbGb9HaELHWYZqIqe0hs2JgHvhElVsNV46sLqJsHkkJvJ35tH7hMSzFbvHR631hz2nKzchauPPXGcrxNsV88Ww3PLKrSU6y6svIXaCTZzYoYxNXh9zMEpjVG7JZ/+gBOjx9s8FnVjF5VihapZ2+w5WYkr5v7Q8x+kVq87QE0usGlRrxkHkTz9tINyx1BUYIoeKwaXKtxQCsCBweJNgcVi8JAJ22Wp8vO+sMpBLLVyci8tkUAkaCmTBCHMAJj1jxBS1nIy6pkojWY5JVOSJOYSIWhoDINb00uy+b6t19wCkzlBnpTUUEYM3mq4Jq3M8bUhI7rxU+8mqxIda25EDiaF9THBynOVv1lHRuxJKWCteli2trfp+56uXeKXS1xZ4Y2WbRDXEQlUO5XW9gmJEJKqTYe86XEtpreYLqgsf7cgpUBZFtrmPL8PoZ71sWudxSWXdVD+L87iQdT1WwhMDLgYkb7PTGjRhQrdOXosG1WDdxVBNHOnsI4T5ZRpVXBia8JkUjKZlPhcsKvYOI4rG2bnd9k/v0u8/14ef/B+FvMFk7phZzKlKMtsHYMrCibHjpGcJ7iSbn+XMJ+RifvsP/4Ay67jzNlHCUaIzmh+fYxUPrKzPcGJRxUoofKGuvb0haNbu+yBLJlIGNHQiZisqJlLDUvqQJIqoRqfC+RFLQkvDhGnZFaTsjtY3cApBWJsdXIikVKX0932EdF8ejVQ4gFfIovipXTw0K4TbvW/9fiP7phXBeJM3imqRZQNlYs5z/NkymB3WqItEAoWIWL7njYsSQ5IlohqOiy7Be1yj+X+Y8S+Jy46jAhOtN9UekH1HjaMUDvLsbJhIRDI2R7dPtKr0ZOWHTEJAUdfTgjiCFHoQ1RCragBmhAWsWNvvsdDu+footBFaIwFV2jMaVhI5GCyW4eGeISiKTHeQqG6At2yVTK3AbwaybP5gq5dstfvYQpLuVHmFLGgAmNJWPZLrDNsbkaK0uMLdX8bgVkILOeJs48sCYuA3fAUWwX19TWlLSg2Pd7PKNyCUBYkb0neEVJi1i9JEUwhK36PpIQTNJsrWVJfqKKqOIIIPYll16nxNEmrWSmKYd6XxK6nW/bETmtBDZM5SWv4uByyXGUVi9DFRB8ju8ueZd9DtNS+5urtgkXXsuiWLPsFXd8zbSp84Ti+WdCUlmMTFUgsvcO6PHfoA8dQ6+dgCF/gL5HVcg2w5gnJaZiWPMYPPwVPwDAOTPZGDh6U7InRf8hBXwzHGrv2Uo/HhV5LzOp/upgIq1pizq0L++W2iUEiBx6RvOAIQyiJQ96glZfE5OvI66vaUHreg0KduUkOquMW5wVjehwVTmpKP8HbEk+FMyUTt4NzjqJwaD3tCEZfyfUamjJqnLZxTkw9IS6VixFjDuEllsvHQYTCTFe1kJyrMTiG0HYMS0ANGDLXDbLOFJYV30/902rYGd3wqYKF8gKdqwFDG9sc0F4r0Jq9JoNXxDqf7/2QLiyrIbDeXyuOz+DVymE36Q0ETWrwHo4dP66ej+WSpmtpFnNS1JCOhJ6IUO9MVWV2f0a/WLDfaaZq6AKFtDgfsYUlpUS7XCApUjflapjGqMUTD4at8gttrnU0EG+/EzwtDJSrT13L//O//jcTb6mcxRdlZqv7nMZ3YL2VMbIRo1anzy46awy19eqWLjz73tIODyoG2xWYADbsAZBSpJOGePwGlsbQ5Vj58LAba9mLJZIsEizRbJKqehWbiy4Ri0Ttj+sCZszKY+DyIm1yqiJRdzWtd6TiIE3LOcMt/+sq5vPIKj/FGJ1KL9yaDLwTcsVJEsZqnRH9zJAWmX+iD7G65YaBp4aKSIWIR1KZf0+HNoT6LK8ZJcP/V+8fnoxNdkzb7EIHh0jFMEk4b9jcPLh/xzcNL/lemwm2ecEQIbbXIOkENpzCW8ukmWSZak9R1nhvaTZPEuM2sT+phl1ImWiYabpmcK9b6nqCcwWhNthYsXnyBJO4QYpXr3bBIaRsSpns8q51YkuAhBXhTQZPQd/zPd/3XSo8lqDaOEHRbGl6qj0QsQPYbNbdTIbnnPhertu+Huc0Fo1TAqRbq6Q8LC7djspv96nTzIziQH5aMnEvph6MYWIbbHLYXnVRRBLB98RpZPmMFomiJe/LAr/cwhgV1avtMewkIN4hVkMNyUgOWep9jTYQi5h3z6wIlFLozlLDPPocxiYgApv+gO0f+gXnz96zCsNKzmQYjN1oVN57kfV9hkQpI1k/RQRsR1EmNm3S7xFDTAUhOYxUGEk0tRKoU7AsxXA2DpwDc/hZWhu13xorF9jqN12Y18ihh05raPt1YTboIoTVRjsbJSaHby8wkA57XwYDgbUF4YAzc9FrkMGhcmCwDEbQwUfSygsqkDdiQ4cfPt+FvJon/HvQPAIWi/nq07GDc18PB44gEkY6rJ1nD4bDYvHmQYbspyEzDTMYrYMys3omtPRAzqrJGWLD9idGNaKsCdpyazCEQ/dP8vw3zDQX9vdBEdMh5TZzkhhsDJ2nBmJzEkvsOXSvH3nkIa3tIxfzyBzMBxfbpB20Y/DMmaxem3Lb0yrbTWsFJUIM+TkiW4mwXCixtheP+IZqw+Mb5STaXA/KWOV9FdU0F9U88AQNGkFrzV21OCUtBbGxtfWEK3gqMHKxpPQrHLu7u2xvb/Prv/7rVFX15B8YMWLEiBEjRlx2tG3Le97zHs6fP8/Wkxgu31lgaMSIESNGjBgx4n8QRzLEMzh92ra9zC0ZMWLEiBEjRjxVDOv2UwneHMkQzze+8Q2e+cxnXu5mjBgxYsSIESO+A9x///084xnP+LbHHEkDJaXE3XffzfOf/3zuv//+J41jjfivYXd3l2c+85ljX/8PY+znS4exry8Nxn6+dDgqfS0i7O3tce2116qeyrfBkQzxWGu57rrrANja2rqib8bTCWNfXxqM/XzpMPb1pcHYz5cOR6Gvt7e3n9JxI0l2xIgRI0aMGHHFYTRQRowYMWLEiBFXHI6sgVJVFe9617tGHZRLgLGvLw3Gfr50GPv60mDs50uHp2NfH0mS7IgRI0aMGDHi6Y0j60EZMWLEiBEjRjx9MRooI0aMGDFixIgrDqOBMmLEiBEjRoy44jAaKCNGjBgxYsSIKw5H1kB53/vex3d913dR1zU333wz//RP/3S5m3Sk8Vu/9VuHSqUbY3je8563en+5XHL77bdz4sQJNjY2+Kmf+ikeeuihy9jio4FPfepT/PiP/zjXXnstxhj+6q/+6tD7IsI73/lOrrnmGpqm4dZbb+WrX/3qoWPOnj3L61//era2ttjZ2eHnf/7n2d/fv4RXcTTwZH39sz/7s08Y47fddtuhY8a+fnK8+93v5od+6IfY3Nzk1KlT/MRP/AR33333oWOeynxx33338apXvYrJZMKpU6d4+9vfTgjhUl7KFY2n0s8/9mM/9oQx/eY3v/nQMUe5n4+kgfLnf/7n/Mqv/Arvete7+Jd/+RduuukmXvGKV/Dwww9f7qYdaXzf930fDz744Or16U9/evXeL//yL/PXf/3XfPCDH+STn/wkDzzwAK95zWsuY2uPBmazGTfddBPve9/7Lvr+e9/7Xn7/93+fP/qjP+Kuu+5iOp3yile8guVyuTrm9a9/PV/+8pf56Ec/ykc+8hE+9alP8aY3velSXcKRwZP1NcBtt912aIxMttNCAAAHwElEQVR/4AMfOPT+2NdPjk9+8pPcfvvtfOYzn+GjH/0ofd/z8pe/nNlstjrmyeaLGCOvetWr6LqOf/zHf+RP/uRPeP/738873/nOy3FJVySeSj8DvPGNbzw0pt/73veu3jvy/SxHEC95yUvk9ttvX/0eY5Rrr71W3v3ud1/GVh1tvOtd75Kbbrrpou+dO3dOiqKQD37wg6u//du//ZsAcuedd16iFh59APKhD31o9XtKSU6fPi2/+7u/u/rbuXPnpKoq+cAHPiAiIl/5ylcEkH/+539eHfO3f/u3YoyRb37zm5es7UcNF/a1iMgb3vAGefWrX/0tPzP29XeGhx9+WAD55Cc/KSJPbb74m7/5G7HWypkzZ1bH/OEf/qFsbW1J27aX9gKOCC7sZxGRH/3RH5Vf/MVf/JafOer9fOQ8KF3X8bnPfY5bb7119TdrLbfeeit33nnnZWzZ0cdXv/pVrr32Wp71rGfx+te/nvvuuw+Az33uc/R9f6jPn/e853H99dePff5fwL333suZM2cO9ev29jY333zzql/vvPNOdnZ2+MEf/MHVMbfeeivWWu66665L3uajjjvuuINTp07x3Oc+l7e85S089thjq/fGvv7OcP78eQCOHz8OPLX54s477+SFL3whV1999eqYV7ziFezu7vLlL3/5Erb+6ODCfh7wp3/6p5w8eZIXvOAFvOMd72A+n6/eO+r9fOSKBT766KPEGA91OMDVV1/Nv//7v1+mVh193Hzzzbz//e/nuc99Lg8++CC//du/zY/8yI/wpS99iTNnzlCWJTs7O4c+c/XVV3PmzJnL0+CnAYa+u9hYHt47c+YMp06dOvS+957jx4+Pff+fxG233cZrXvMabrzxRr72ta/xG7/xG7zyla/kzjvvxDk39vV3gJQSv/RLv8QP//AP84IXvADgKc0XZ86cuei4H94bcRgX62eAn/mZn+GGG27g2muv5Ytf/CK/9mu/xt13381f/uVfAke/n4+cgTLifwavfOUrV/9+0YtexM0338wNN9zAX/zFX9A0zWVs2YgR/z346Z/+6dW/X/jCF/KiF72IZz/72dxxxx287GUvu4wtO7q4/fbb+dKXvnSIrzbivx/fqp/X+VEvfOELueaaa3jZy17G1772NZ797Gdf6mb+t+PIhXhOnjyJc+4JjPCHHnqI06dPX6ZWPf2ws7PD93zP93DPPfdw+vRpuq7j3Llzh44Z+/y/hqHvvt1YPn369BPI3yEEzp49O/b9fxHPetazOHnyJPfccw8w9vV/Fm9961v5yEc+wic+8Qme8YxnrP7+VOaL06dPX3TcD++NOMC36ueL4eabbwY4NKaPcj8fOQOlLEte/OIX87GPfWz1t5QSH/vYx7jlllsuY8ueXtjf3+drX/sa11xzDS9+8YspiuJQn999993cd999Y5//F3DjjTdy+vTpQ/26u7vLXXfdterXW265hXPnzvG5z31udczHP/5xUkqryWjEd4ZvfOMbPPbYY1xzzTXA2NdPFSLCW9/6Vj70oQ/x8Y9/nBtvvPHQ+09lvrjlllv413/910MG4Uc/+lG2trZ4/vOff2ku5ArHk/XzxfCFL3wB4NCYPtL9fLlZut8J/uzP/kyqqpL3v//98pWvfEXe9KY3yc7OziGm8oj/HN72trfJHXfcIffee6/8wz/8g9x6661y8uRJefjhh0VE5M1vfrNcf/318vGPf1w++9nPyi233CK33HLLZW71lY+9vT35/Oc/L5///OcFkN/7vd+Tz3/+8/If//EfIiLynve8R3Z2duTDH/6wfPGLX5RXv/rVcuONN8pisVid47bbbpPv//7vl7vuuks+/elPy3Oe8xx53eted7ku6YrFt+vrvb09+dVf/VW588475d5775W///u/lx/4gR+Q5zznObJcLlfnGPv6yfGWt7xFtre35Y477pAHH3xw9ZrP56tjnmy+CCHIC17wAnn5y18uX/jCF+Tv/u7v5KqrrpJ3vOMdl+OSrkg8WT/fc8898ju/8zvy2c9+Vu6991758Ic/LM961rPkpS996eocR72fj6SBIiLyB3/wB3L99ddLWZbykpe8RD7zmc9c7iYdabz2ta+Va665RsqylOuuu05e+9rXyj333LN6f7FYyC/8wi/IsWPHZDKZyE/+5E/Kgw8+eBlbfDTwiU98QoAnvN7whjeIiKYa/+Zv/qZcffXVUlWVvOxlL5O777770Dkee+wxed3rXicbGxuytbUlP/dzPyd7e3uX4WqubHy7vp7P5/Lyl79crrrqKimKQm644QZ54xvf+IRNzdjXT46L9TEgf/zHf7w65qnMF1//+tflla98pTRNIydPnpS3ve1t0vf9Jb6aKxdP1s/33XefvPSlL5Xjx49LVVXy3d/93fL2t79dzp8/f+g8R7mfjYjIpfPXjBgxYsSIESNGPDmOHAdlxIgRI0aMGPH0x2igjBgxYsSIESOuOIwGyogRI0aMGDHiisNooIwYMWLEiBEjrjiMBsqIESNGjBgx4orDaKCMGDFixIgRI644jAbKiBEjRowYMeKKw2igjBgxYsSIESOuOIwGyogRI0aMGDHiisNooIwYMWLEiBEjrjiMBsqIESNGjBgx4orDaKCMGDFixIgRI644/P8kFqKThVvyrQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mountain kangaroo kangaroo plain snail sea   bed   lobster bicycle pickup_truck couch bed   pine_tree table telephone tractor bicycle mountain leopard caterpillar ray   keyboard lamp  television wolf  shark lamp  mushroom camel crab  leopard tiger\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation).to(device)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40b594e2-7202-4aeb-9135-5f66ec684d03",
   "metadata": {},
   "outputs": [],
   "source": [
    "Highway_threshold = 8\n",
    "#这个东西是限制特征图大小的。要是太大了的话光是这个门就已经很夸张了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, wh_threshold = Highway_threshold):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.pool = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.wh_threshold = wh_threshold\n",
    "    self.gate = None\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "    self.channel_conv = None\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    b, c, w, h = origin_x.shape\n",
    "    temp_w = w\n",
    "    while temp_w > self.wh_threshold:\n",
    "        origin_x = self.pool(origin_x)\n",
    "        temp_w /= 2\n",
    "    b, c_out, w_o, h_o = layer_out.shape\n",
    "      \n",
    "    if c_out != c:\n",
    "      if self.channel_conv is None:\n",
    "        self.channel_conv = conv1x1(c, c_out)\n",
    "      origin_x = self.channel_conv(origin_x)\n",
    "        \n",
    "    b, c, w_f, h_f = origin_x.shape\n",
    "    in_s = w_f * h_f\n",
    "    origin_x_flat = origin_x.view(c, b, in_s)\n",
    "\n",
    "    if self.gate is None:\n",
    "        ou_s = w_o * h_o\n",
    "        self.gate = [\n",
    "            nn.Linear(in_s, ou_s).to(device)\n",
    "            for _ in range(c)\n",
    "        ]\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(torch.stack([\n",
    "        self.gate[i](origin_x_flat[i].to(device)) for i in range(c)\n",
    "    ])).view(layer_out.size())\n",
    "\n",
    "        \n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = HighwayNetwork()\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "        \n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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